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| Hashrocket - Today I Learned | https://til.hashrocket.com/ |
| Today I Learned - koaning.io | https://koaning.io/til/ |
| Simon Willison: TIL | https://til.simonwillison.net/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-1-31-aug-2022 |
| A Closer Look At Structural Pattern Matching // New In Python 3.10! | https://www.youtube.com/watch?v=scNNi4860kk&list=PLC0nd42SBTaMpVAAHCAifm5gN2zLk2MBo&index=1 |
| shlex — Simple lexical analysis — Python 3.10.6 documentation | https://docs.python.org/3/library/shlex.html |
| Lecture 03: Troubleshooting & Testing (FSDL 2022) | https://www.youtube.com/watch?v=RLemHNAO5Lw |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-2-1-sep-2022 |
| Shapiro–Wilk test - Wikipedia | https://en.wikipedia.org/wiki/Shapiro%E2%80%93Wilk_test |
| R Packages (2e) | https://r-pkgs.org/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-3-2-sep-2022 |
| contrast | https://en.wikipedia.org/wiki/Contrast_(statistics) |
| google/or-tools: Google's Operations Research tools: | https://github.com/google/or-tools |
| The Data Scientist Show - Time series modeling in supply chain, how to present like a McKinsey consultant, save the environment with data science - Sunishchal Dev - the data scientist show048 | https://podcasts.google.com/feed/aHR0cHM6Ly9hbmNob3IuZm0vcy82NWQzYmI3NC9wb2RjYXN0L3Jzcw/episode/NzQ1MTAxMGYtNzNmNy00MzMxLWFjZGMtNjI1ZjVlNWVlMGI1?sa=X&ved=0CAUQkfYCahcKEwiIkq-F6ff5AhUAAAAAHQAAAAAQNQ |
| Nested Cross-Validation for Machine Learning with Python | https://machinelearningmastery.com/nested-cross-validation-for-machine-learning-with-python/ |
| Understanding t-Tests: 1-sample, 2-sample, and Paired t-Tests | https://blog.minitab.com/en/adventures-in-statistics-2/understanding-t-tests-1-sample-2-sample-and-paired-t-tests |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-4-3-sep-2022 |
| https://www.prefect.io/ | https://www.prefect.io/ |
| https://dagster.io/ | https://dagster.io/ |
| DataTalksClub/mlops-zoomcamp: Free MLOps course from DataTalks.Club | https://github.com/DataTalksClub/mlops-zoomcamp |
| Lecture 04: Data Management | https://www.youtube.com/watch?v=Jlm4oqW41vY |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-5-4-sep-2022 |
| torchvision | https://pytorch.org/vision/stable/index.html |
| nlpaug | https://github.com/makcedward/nlpaug |
| MLflow - A platform for the machine learning lifecycle | MLflow | https://mlflow.org/ |
| A/B testing and growth analytics at AirBnb, metrics store-Nick Handel-the data scientist show#037 | https://www.youtube.com/watch?v=5AH0zToK0e4 |
| Selection Bias in Online Experimentation | https://medium.com/airbnb-engineering/selection-bias-in-online-experimentation-c3d67795cceb |
| Glossary of A/B Testing Terms and Abbreviations | https://www.analytics-toolkit.com//glossary/ |
| google-research/simclr: SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners | https://github.com/google-research/simclr |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-6-5-sep-2022 |
| datastuff | https://github.com/benthecoder/datastuff |
| poetry | https://python-poetry.org/docs/ |
| pre-commit | https://github.com/pre-commit/pre-commit |
| scriv | https://github.com/nedbat/scriv |
| tox | https://tox.wiki/en/latest/ |
| How to create a Python package in 2022 | Mathspp | https://mathspp.com/blog/how-to-create-a-python-package-in-2022 |
| Lecture 05: Deployment (FSDL 2022) | https://www.youtube.com/watch?v=W3hKjXg7fXM |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-7-6-sep-2022 |
| Lecture 1: Deep Learning Fundamentals FSDL 2021 | https://www.youtube.com/watch?v=fGxWfEuUu0w&list=PL1T8fO7ArWlcWg04OgNiJy91PywMKT2lv&index=1 |
| A visual proof that neural nets can compute any function | http://neuralnetworksanddeeplearning.com/chap4.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-8-7-sep-2022 |
| The Log: What every software engineer should know about real-time data's unifying abstraction | LinkedIn Engineering | https://engineering.linkedin.com/distributed-systems/log-what-every-software-engineer-should-know-about-real-time-datas-unifying |
| Scaling Spark Streaming for Logging Event Ingestion | by Hao Wang | The Airbnb Tech Blog | Medium | https://medium.com/airbnb-engineering/scaling-spark-streaming-for-logging-event-ingestion-4a03141d135d |
| CS 230 - Recurrent Neural Networks Cheatsheet | https://stanford.edu/~shervine/teaching/cs-230/cheatsheet-recurrent-neural-networks |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-9-8-sep-2022 |
| Feature Store For ML | https://www.featurestore.org/ |
| What is a Feature Store? | Tecton | https://www.tecton.ai/blog/what-is-a-feature-store/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-10-9-sep-2022 |
| ONNX | https://onnx.ai/ |
| Cog | https://github.com/replicate/cog |
| BentoML | https://www.bentoml.com/ |
| distilbert | https://huggingface.co/docs/transformers/model_doc/distilbert |
| Ray Serve | https://docs.ray.io/en/latest/serve/index.html |
| Kubeflow | https://www.kubeflow.org/ |
| Docker overview | https://docs.docker.com/get-started/overview/#docker-architecture |
| How We Scaled Bert To Serve 1+ Billion Daily Requests on CPU | https://www.youtube.com/watch?v=Nw77sEAn_Js |
| Research Guide: Model Distillation Techniques for Deep Learning | https://heartbeat.comet.ml/research-guide-model-distillation-techniques-for-deep-learning-4a100801c0eb |
| Introduction to Quantization on PyTorch | https://pytorch.org/blog/introduction-to-quantization-on-pytorch/ |
| 🤗 Optimum | https://huggingface.co/docs/optimum/index |
| functools — Higher-order functions and operations on callable objects — Python 3.10.7 documentation | https://docs.python.org/3/library/functools.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-11-10-sep-2022 |
| When Life Gives You Lemons | TigYog | https://tigyog.app/d/L:X07z8laLyz/r/when-life-gives-you-lemons |
| The Multi-Armed Bandit Problem and Its Solutions | Lil'Log | https://lilianweng.github.io/posts/2018-01-23-multi-armed-bandit/ |
| Multi-armed bandit - Optimizely | https://www.optimizely.com/optimization-glossary/multi-armed-bandit/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-12-11-sep-2022 |
| Refactoring A Data Science Project Part 1 - Abstraction and Composition | https://www.youtube.com/watch?v=ka70COItN40 |
| Python Type Hints - Duck typing with Protocol - Adam Johnson | https://adamj.eu/tech/2021/05/18/python-type-hints-duck-typing-with-protocol/ |
| Sequential — PyTorch 1.12 documentation | https://pytorch.org/docs/stable/generated/torch.nn.Sequential.html |
| Every Data Scientist Should Know This Design Principle | https://aigents.co/data-science-blog/publication/every-data-scientist-should-know-this-design-principle |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-13-12-sep-2022 |
| Supervised Machine Learning: Regression and Classification | Coursera | https://www.coursera.org/learn/machine-learning |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-14-13-sep-2022 |
| 14.3 - The Split-Plot Designs | STAT 503 | https://online.stat.psu.edu/stat503/lesson/14/14.3 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-15-14-sep-2022 |
| NLP with Disaster Tweets - EDA, Cleaning and BERT | Kaggle | https://www.kaggle.com/code/gunesevitan/nlp-with-disaster-tweets-eda-cleaning-and-bert#0.-Introduction-and-References |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-16-15-sep-2022 |
| SQL Server EXISTS and NOT EXISTS | https://blog.devart.com/sql-exists-and-not-exists.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-17-16-sep-2022 |
| Broadcasting — NumPy v1.23 Manual | https://numpy.org/doc/stable/user/basics.broadcasting.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-18-17-sep-2022 |
| machine learning - What are the advantages of ReLU over sigmoid function in deep neural networks? - Cross Validated | https://stats.stackexchange.com/questions/126238/what-are-the-advantages-of-relu-over-sigmoid-function-in-deep-neural-networks |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-19-18-sep-2022 |
| Lecture 06: Continual Learning (FSDL 2022) | https://www.youtube.com/watch?v=nra0Tt3a-Oc |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-20-19-sep-2022 |
| Lecture 07: Foundation Models (FSDL 2022) | https://www.youtube.com/watch?v=Rm11UeGwGgk&t=1087s |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-21-20-sep-2022 |
| GPT-2: 1.5B Release | https://openai.com/blog/gpt-2-1-5b-release/ |
| Google AI Blog: Open Sourcing BERT: State-of-the-Art Pre-training for Natural Language Processing | https://ai.googleblog.com/2018/11/open-sourcing-bert-state-of-art-pre.html |
| Google AI Blog: Exploring Transfer Learning with T5: the Text-To-Text Transfer Transformer | https://ai.googleblog.com/2020/02/exploring-transfer-learning-with-t5.html |
| Aligning Language Models to Follow Instructions | https://openai.com/blog/instruction-following/ |
| Improving language models by retrieving from trillions of tokens | https://www.deepmind.com/publications/improving-language-models-by-retrieving-from-trillions-of-tokens |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-22-21-sep-2022 |
| Transformers, Explained: Understand the Model Behind GPT-3, BERT, and T5 | https://daleonai.com/transformers-explained |
| [1409.0473] Neural Machine Translation by Jointly Learning to Align and Translate | https://arxiv.org/abs/1409.0473 |
| Illustrated Guide to Transformers Neural Network: A step by step explanation | https://www.youtube.com/watch?v=4Bdc55j80l8&t=207s |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-23-22-sep-2022 |
| Text segmentation - Wikipedia | https://en.wikipedia.org/wiki/Text_segmentation |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-24-23-sep-2022 |
| benthecoder/scala: learning scala | https://github.com/benthecoder/scala |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-25-24-sep-2022 |
| CLIP: Connecting Text and Images | https://openai.com/blog/clip/ |
| How DALL-E 2 Actually Works | https://www.assemblyai.com/blog/how-dall-e-2-actually-works/ |
| An overview of Unet architectures for semantic segmentation and biomedical image segmentation | AI Summer | https://theaisummer.com/unet-architectures/ |
| What are Diffusion Models? | Lil'Log | https://lilianweng.github.io/posts/2021-07-11-diffusion-models/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-26-25-sep-2022 |
| Sam Altman : How to Build the Future | https://www.youtube.com/watch?v=sYMqVwsewSg |
| Apache Kafka - IBM | https://www.ibm.com/cloud/learn/apache-kafka |
| What is Kafka? | https://www.youtube.com/watch?v=aj9CDZm0Glc |
| Stanford CS224N: NLP with Deep Learning | Winter 2021 | Lecture 1 - Intro & Word Vectors | https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-27-26-sep-2022 |
| [Technically dispatch] what is A/B testing and what did LinkedIn do wrong | https://technically.substack.com/p/technically-dispatch-what-is-ab-testing |
| Experiments at Airbnb | https://medium.com/airbnb-engineering/experiments-at-airbnb-e2db3abf39e7 |
| Under the Hood of Uber's Experimentation Platform | Uber Blog | https://www.uber.com/blog/xp/ |
| Challenges in Experimentation | Lyft Engineering | https://eng.lyft.com/challenges-in-experimentation-be9ab98a7ef4 |
| Experimentation @ AIRBNB | https://medium.com/@benedictxneo/list/experimentation-40c2327e8667 |
| SDS 607: Inferring Causality - SuperDataScience | https://www.superdatascience.com/podcast/inferring-causality |
| Causal Inference 3: Counterfactuals | https://www.inference.vc/causal-inference-3-counterfactuals/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-28-27-sep-2022 |
| How to import a CSV file of 55 million rows | Kaggle | https://www.kaggle.com/code/szelee/how-to-import-a-csv-file-of-55-million-rows/notebook |
| Reducing DataFrame memory size by ~65% | Kaggle | https://www.kaggle.com/code/arjanso/reducing-dataframe-memory-size-by-65/notebook |
| Machine Learning for Fraud Detection in Streaming Services | https://netflixtechblog.medium.com/machine-learning-for-fraud-detection-in-streaming-services-b0b4ef3be3f6 |
| [2203.02124] Abuse and Fraud Detection in Streaming Services Using Heuristic-Aware Machine Learning | https://arxiv.org/abs/2203.02124 |
| A Gentle Introduction to the Fbeta-Measure for Machine Learning | https://machinelearningmastery.com/fbeta-measure-for-machine-learning/ |
| Metrics for Multilabel Classification | Mustafa Murat ARAT | https://mmuratarat.github.io/2020-01-25/multilabel_classification_metrics |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-29-28-sep-2022 |
| Testing practices for data science applications using Python | https://medium.com/data-science-at-microsoft/testing-practices-for-data-science-applications-using-python-71c271cd8b5e |
| PYTEST DS example | https://github.com/Jazz4299/PYTEST |
| pytest: How to mock in Python | https://changhsinlee.com/pytest-mock/ |
| pytest fixtures: explicit, modular, scalable — pytest documentation | https://docs.pytest.org/en/6.2.x/fixture.html#what-fixtures-are |
| abhivaikar/howtheytest: A collection of public resources about how software companies test their software | https://github.com/abhivaikar/howtheytest |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-30-29-sep-2022 |
| How to Lead : YC Startup Library | Y Combinator | https://www.ycombinator.com/library/6s-how-to-lead |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-31-30-sep-2022 |
| MLOps Zoomcamp 2.6 - MLflow in practice | https://www.youtube.com/watch?v=1ykg4YmbFVA&list=PL3MmuxUbc_hIUISrluw_A7wDSmfOhErJK&index=17 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-32-1-oct-2022 |
| Prefect - The New Standard in Dataflow Automation - Prefect | https://www.prefect.io/ |
| Why Not Airflow? | Prefect Docs | https://docs-v1.prefect.io/core/about_prefect/why-not-airflow.html#the-scheduler-service |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-33-2-oct-2022 |
| Learn Analytics Engineering with dbt | https://courses.getdbt.com/collections |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-34-3-oct-2022 |
| A Decade of Learnings from Y Combinator's CEO Michael Seibel | https://www.youtube.com/watch?v=0MGNf1BIuxA |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-35-4-oct-2022 |
| Data Science at the Command Line, 2e | https://datascienceatthecommandline.com/2e/index.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-36-5-oct-2022 |
| sql - Difference between CTE and SubQuery? - Stack Overflow | https://stackoverflow.com/questions/706972/difference-between-cte-and-subquery |
| CTEs versus Subqueries · Alisa in Techland | https://www.alisa-in.tech/post/2019-10-02-ctes/ |
| SQL Window Functions: I guess that's why they call it window pain · Alisa in Techland | https://www.alisa-in.tech/post/2021-02-19-window/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-37-6-oct-2022 |
| Lecture 09: Ethics (FSDL 2022) | https://www.youtube.com/watch?v=7FQpbYTqjAA&list=PL1T8fO7ArWleMMI8KPJ_5D5XSlovTW_Ur |
| Attack discrimination with smarter machine learning | https://research.google.com/bigpicture/attacking-discrimination-in-ml/ |
| Transformer Circuits Thread | https://transformer-circuits.pub/ |
| Machine Learning CO2 Impact Calculator | https://mlco2.github.io/impact/#compute |
| CodeCarbon.io | https://codecarbon.io/ |
| Have I Been Trained? | https://haveibeentrained.com/ |
| Model Cards | https://huggingface.co/docs/hub/model-cards |
| ethics checklist for data science projects | https://deon.drivendata.org/examples/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-38-7-oct-2022 |
| Anova – Type I/II/III SS explained | https://md.psych.bio.uni-goettingen.de/mv/unit/lm_cat/lm_cat_unbal_ss_explained.html#:~:text=The%20Type%20III%20SS%20will,weighted%20squares%20of%20means%20analysis. |
| Visualizing regularization and the L1 and L2 norms | by Chiara Campagnola | Towards Data Science | https://towardsdatascience.com/visualizing-regularization-and-the-l1-and-l2-norms-d962aa769932 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-39-8-oct-2022 |
| TAMU Datathon | https://tamudatathon.com/ |
| benthecoder/gas_turbine_viz | https://github.com/benthecoder/gas_turbine_viz |
| benthecoder/bloomberg_nlp | https://github.com/benthecoder/bloomberg_nlp |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-40-9-oct-2022 |
| Building and installing an R package | https://kbroman.org/pkg_primer/pages/build.html |
| Temporary Storage in R | Jonathan Trattner | https://www.jdtrat.com/blog/temporary-storage-in-r/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-41-10-oct-2022 |
| Fugue in 10 minutes — Fugue Tutorials | https://fugue-tutorials.readthedocs.io/tutorials/quick_look/ten_minutes.html |
| r-lib/progress: Progress bar in your R terminal | https://github.com/r-lib/progress |
| Progress notifications with progressr • furrr | https://furrr.futureverse.org/articles/progress.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-42-11-oct-2022 |
| 1000x faster data manipulation: vectorizing with Pandas and Numpy | https://www.youtube.com/watch?v=nxWginnBklU |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-43-12-oct-2022 |
| How AI Image Generators Work (Stable Diffusion / Dall-E) | https://www.youtube.com/watch?v=1CIpzeNxIhU&t=28s |
| Expert.ai | https://www.expert.ai/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-44-13-oct-2022 |
| What is the difference between PCA and Factor Analysis? | by Joos Korstanje | Towards Data Science | https://towardsdatascience.com/what-is-the-difference-between-pca-and-factor-analysis-5362ef6fa6f9 |
| 4 Distance Measures for Machine Learning | https://machinelearningmastery.com/distance-measures-for-machine-learning/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-45-14-oct-2022 |
| Active Learning | Bnomial | https://articles.bnomial.com/active-learning |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-46-15-oct-2022 |
| What is NLP? (NLP video 1) | https://www.youtube.com/watch?v=cce8ntxP_XI |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-47-16-oct-2022 |
| Topic Modeling with SVD & NMF (NLP video 2) | https://www.youtube.com/watch?v=tG3pUwmGjsc&t=2142s |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-48-17-oct-2022 |
| NMF — A visual explainer and Python Implementation | https://towardsdatascience.com/nmf-a-visual-explainer-and-python-implementation-7ecdd73491f8 |
| Randomized Singular Value Decomposition | https://gregorygundersen.com/blog/2019/01/17/randomized-svd/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-49-18-oct-2022 |
| Topic Modeling & SVD revisited (NLP video 3) | https://www.youtube.com/watch?v=lRZ4aMaXPBI |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-50-19-oct-2022 |
| Iterative | https://iterative.ai/ |
| DVC | https://github.com/iterative/dvc |
| CML | https://github.com/iterative/cml |
| Iterative | https://github.com/iterative |
| Data Version Control · DVC | https://dvc.org/doc/user-guide/overview |
| CML · Continuous Machine Learning | https://cml.dev/doc/usage |
| How Data Scientists Can Improve Their Productivity | Iterative | https://iterative.ai/blog/how-data-scientists-can-improve-their-productivity |
| htorrence/pytest_examples: Reference package for unit tests | https://github.com/htorrence/pytest_examples |
| Unit Testing for Data Scientists - Hanna Torrence | https://www.youtube.com/watch?v=Da-FL_1i6ps |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-51-20-oct-2022 |
| customer purchases | https://bradleyboehmke.github.io/HOML/kmeans.html#fig:correlation-distance-example |
| capture different cluster structures | https://bradleyboehmke.github.io/HOML/model-clustering.html#fig:visualize-different-covariance-models |
| Clustering | Hands-On Machine Learning with R | https://bradleyboehmke.github.io/HOML/kmeans.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-52-21-oct-2022 |
| benthecoder/notion_nlp: Adds NLP to Notion | https://github.com/benthecoder/notion_nlp |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-53-22-oct-2022 |
| weichunnn/connectify | https://github.com/weichunnn/connectify |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-54-23-oct-2022 |
| How to Use t-SNE Effectively | https://distill.pub/2016/misread-tsne/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-55-24-oct-2022 |
| deku | https://docs.rs/deku/latest/deku/ |
| Is JSON Blazingly Fast or...? | https://www.youtube.com/watch?v=MuCK81q1edU |
| It's time... for PYTHON 3.11! | https://www.youtube.com/watch?v=ueTXYhtlnjA |
| code | https://github.com/mCodingLLC/VideosSampleCode/tree/master/videos/109_python_311_release |
| Probably Overthinking It: There is still only one test | https://allendowney.blogspot.com/2016/06/there-is-still-only-one-test.html |
| John Rauser keynote: "Statistics Without the Agonizing Pain" -- Strata + Hadoop 2014 | https://www.youtube.com/watch?v=5Dnw46eC-0o |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-56-25-oct-2022 |
| Precision & Recall | https://mlu-explain.github.io/precision-recall/ |
| ROC & AUC | https://mlu-explain.github.io/roc-auc/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-57-26-oct-2022 |
| 6. Singular Value Decomposition (SVD) - YouTube | https://www.youtube.com/watch?v=rYz83XPxiZo |
| Principal Component Analysis explained visually | https://setosa.io/ev/principal-component-analysis/ |
| Eigenvectors and Eigenvalues explained visually | https://setosa.io/ev/eigenvectors-and-eigenvalues/ |
| Lesson 12: Factor Analysis | STAT 505 | https://online.stat.psu.edu/stat505/lesson/12 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-58-27-oct-2022 |
| 10 Programming Lessons From the Past • Garth Gilmour & Eamonn Boyle | https://www.youtube.com/watch?v=IlDIV5gaTP0&t=1463s |
| The Art of Visualising Software Architecture - YouTube | https://www.youtube.com/watch?v=zcmU-OE452k |
| Testing quadrant | https://medium.com/yoursproductly/61-why-pms-must-understand-the-agile-testing-quadrants-to-help-plan-their-product-qa-efforts-710ba6356002 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-59-28-oct-2022 |
| LEARN, EARN or QUIT | My job/career advice for 2022 | Garry Tan's Founders Journey Ep. 4 - YouTube | https://www.youtube.com/watch?v=eLelgy5zRv4&t=557s |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-60-29-oct-2022 |
| Grokking Stable Diffusion.ipynb - Colaboratory | https://colab.research.google.com/drive/1dlgggNa5Mz8sEAGU0wFCHhGLFooW_pf1?usp=sharing |
| solegalli/DataTalks.Club2022 | https://github.com/solegalli/DataTalks.Club2022 |
| Feature-engine — 1.3.0 | https://feature-engine.readthedocs.io/en/1.3.x/index.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-61-30-oct-2022 |
| Python Virtual Environment & Packaging Workflow | Peter Baumgartner | https://www.peterbaumgartner.com/blog/python-virtual-environment-package-workflow/ |
| 50 Useful Vim Commands - VimTricks | https://vimtricks.com/p/50-useful-vim-commands/ |
| Can a new form of cryptography solve the internet’s privacy problem? | Data protection | The Guardian | https://www.theguardian.com/technology/2022/oct/29/privacy-problem-tech-enhancing-data-political-legal |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-62-31-oct-2022 |
| 14.3 - The Split-Plot Designs | STAT 503 | https://online.stat.psu.edu/stat503/lesson/14/14.3 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-63-1-nov-2022 |
| 5.3.3. How do you select an experimental design? | https://www.itl.nist.gov/div898/handbook/pri/section3/pri33.htm |
| Design of Experiments | https://online.stat.psu.edu/stat503/ |
| CRAN Task View: Design of Experiments (DoE) & Analysis of Experimental Data | https://cran.r-project.org/web/views/ExperimentalDesign.html |
| Experimental Design and Analysis | https://www.stat.cmu.edu/~hseltman/309/Book/Book.pdf |
| Design and Analysis of Experiments with R | http://www.ru.ac.bd/stat/wp-content/uploads/sites/25/2019/03/502_07_00_Lawson_Design-and-Analysis-of-Experiments-with-R-2017.pdf |
| Design of Experiments | Coursera | https://www.coursera.org/specializations/design-experiments |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-64-2-nov-2022 |
| 13.4 - Finding Expected Mean Squares | STAT 503 | https://online.stat.psu.edu/stat503/lesson/13/13.4 |
| Applied Statistics: STAT 500 notes | https://online.stat.psu.edu/stat500/ |
| 1.2 - The Basic Principles of DOE | STAT 503 | https://online.stat.psu.edu/stat503/lesson/1/1.2 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-65-3-nov-2022 |
| notes-on-writing/notes_on_writing.md | https://github.com/mnielsen/notes-on-writing/blob/master/notes_on_writing.md |
| Multidimensional Scaling | https://towardsdatascience.com/multidimensional-scaling-d84c2a998f72 |
| 7.1.3 - Hotelling’s T-Square | STAT 505 | https://online.stat.psu.edu/stat505/lesson/7/7.1/7.1.3 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-66-4-nov-2022 |
| North America Connect 2022 | https://rsvp.withgoogle.com/events/na-connect-2022 |
| Machine Learning Explainability Workshop I Stanford - YouTube | https://www.youtube.com/playlist?list=PLoROMvodv4rPh6wa6PGcHH6vMG9sEIPxL |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-67-5-nov-2022 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-68-6-nov-2022 |
| Forecasting something that never happened: how we estimated past promotions profitability | https://medium.com/artefact-engineering-and-data-science/forecasting-something-that-never-happened-how-we-estimated-past-promotions-profitability-5f55cfa1d477 |
| A Parquet file is all you need | Towards Data Science | https://towardsdatascience.com/a-parquet-file-is-all-you-need-962df86886bb |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-69-7-nov-2022 |
| Ahead of AI #2: Transformers, Fast and Slow | Revue | https://newsletter.sebastianraschka.com/issues/ahead-of-ai-2-transformers-fast-and-slow-1402662 |
| koaning/embetter: just a bunch of useful embeddings | https://github.com/koaning/embetter?utm_campaign=Ahead%20of%20AI&utm_medium=email&utm_source=Revue%20newsletter |
| [2210.06280] Language Models are Realistic Tabular Data Generators | https://arxiv.org/abs/2210.06280?utm_campaign=Ahead%20of%20AI&utm_medium=email&utm_source=Revue%20newsletter |
| A Short Chronology Of Deep Learning For Tabular Data | https://sebastianraschka.com/blog/2022/deep-learning-for-tabular-data.html?utm_campaign=Ahead%20of%20AI&utm_medium=email&utm_source=Revue%20newsletter |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-70-8-nov-2022 |
| Lesson12_MultRegression | https://www.colorado.edu/amath/sites/default/files/attached-files/lesson12_multregression.pdf |
| 10.8 - Reducing Data-based Multicollinearity | STAT 462 | https://online.stat.psu.edu/stat462/node/181/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-71-9-nov-2022 |
| No Language Left Behind | https://ai.facebook.com/blog/nllb-200-high-quality-machine-translation/?utm_campaign=Ahead%20of%20AI&utm_medium=email&utm_source=Revue%20newsletter |
| ESM Metagenomic Atlas | https://esmatlas.com/explore?at=1%2C1%2C21.999999344348925 |
| Attention Is All You Need | https://www.explainpaper.com/papers/attention |
| [2210.11610] Large Language Models Can Self-Improve | https://arxiv.org/abs/2210.11610 |
| amazon-science/mintaka: Dataset from the paper "Mintaka: A Complex, Natural, and Multilingual Dataset for End-to-End Question Answering" (COLING 2022) | https://github.com/amazon-science/mintaka |
| [2211.02001] Estimating the Carbon Footprint of BLOOM, a 176B Parameter Language Model | https://arxiv.org/abs/2211.02001 |
| Introduction to Deep Learning | https://sebastianraschka.com/blog/2021/dl-course.html |
| (1) 2022.02 Transformers - Lucas Beyers | https://www.youtube.com/watch?v=UpfcyzoZ644 |
| karpathy/minGPT: A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training | https://github.com/karpathy/minGPT |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-72-nov-10-2022 |
| www.website.com | http://www.website.com |
| Tricks and Tools From NLP-Land? - Vincent D. Warmerdam | Munich NLP Hands-on 008 - YouTube | https://www.youtube.com/watch?v=sjiASMMbHao |
| koaning/embetter: just a bunch of useful embeddings | https://github.com/koaning/embetter |
| partial_fit: Introduction | https://calmcode.io/partial_fit/introduction.html |
| Compact word vectors with Bloom embeddings · Explosion | https://explosion.ai/blog/bloom-embeddings |
| MaartenGr/BERTopic | https://github.com/MaartenGr/BERTopic |
| koaning/bulk: A Simple Bulk Labelling Tool | https://github.com/koaning/bulk |
| PinSage: A new graph convolutional neural network for web-scale recommender systems | https://medium.com/pinterest-engineering/pinsage-a-new-graph-convolutional-neural-network-for-web-scale-recommender-systems-88795a107f48 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-73-nov-11-2022 |
| Aaron Richter- Parallel Processing in Python| PyData Global 2020 - YouTube | https://www.youtube.com/watch?v=eJyjB3cNIB0 |
| Ray: A Framework for Scaling and Distributing Python & ML Applications - YouTube | https://www.youtube.com/watch?v=LmROEotKhJA |
| Introduction to Distributed Computing with the Ray Framework - YouTube | https://www.youtube.com/watch?v=cEF3ok1mSo0 |
| Peter Baumgartner: Applied NLP: Lessons from the Field (spaCy IRL 2019) - YouTube | https://www.youtube.com/watch?v=QRGMJWwOU94 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-74-nov-12-2022 |
| 1706.05098.pdf | https://arxiv.org/pdf/1706.05098.pdf |
| Recommending What Video to Watch Next: A Multitask Ranking System | https://daiwk.github.io/assets/youtube-multitask.pdf |
| Cross-Batch Negative Sampling for Training Two-Tower Recommenders | https://arxiv.org/pdf/2110.15154.pdf |
| All Words - Machine Learning Glossary | https://machinelearning.wtf/all/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-75-nov-13-2022 |
| What Does Databricks Do? | https://interconnected.blog/what-does-databricks-do/ |
| A Random Mixbag Statistical Methods | https://medium.com/@m.sugang/a-random-mixbag-statistical-methods-74fbbfe8c3ac |
| What I’ve Learned as a Data Scientist | by Gang Su | Medium | https://medium.com/@m.sugang/what-ive-learned-as-a-data-scientist-edb998ac11ec |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-76-nov-14-2022 |
| Hypothesis | https://hypothesis.readthedocs.io/en/latest/ |
| pandera | https://pandera.readthedocs.io/en/stable/ |
| great expectations | https://greatexpectations.io/ |
| Ways I Use Testing as a Data Scientist | Peter Baumgartner | https://www.peterbaumgartner.com/blog/testing-for-data-science/?s=08 |
| Arrange-Act-Assert: A Pattern for Writing Good Tests | Automation Panda | https://automationpanda.com/2020/07/07/arrange-act-assert-a-pattern-for-writing-good-tests/ |
| Ranking YC Companies with a Neural Net | Eric Jang | https://evjang.com/2022/04/02/yc-rank.html |
| Building a compelling Data Science Portfolio with writing – Weights & Biases | https://wandb.ai/parul_pandey/discussions/Building-a-compelling-Data-Science-Portfolio-with-writing--Vmlldzo4MTA4OTE |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-77-nov-15-2022 |
| Using functional analysis to model air pollution data in R | Nicola Rennie | https://nrennie.rbind.io/blog/2022-11-14-using-functional-analysis-to-model-air-pollution-data-in-r/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-78-nov-16-2022 |
| rasbt/mlxtend: A library of extension and helper modules for Python's data analysis and machine learning libraries. | https://github.com/rasbt/mlxtend |
| How Exactly UMAP Works. And why exactly it is better than tSNE | by Nikolay Oskolkov | Towards Data Science | https://towardsdatascience.com/how-exactly-umap-works-13e3040e1668 |
| UMAP paper | https://arxiv.org/pdf/1802.03426.pdf |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-79-nov-17-2022 |
| How to Get and Evaluate Startup Ideas | Startup School | https://youtu.be/Th8JoIan4dg |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-80-nov-18-2022 |
| How Federated Learning Protects Privacy | https://pair.withgoogle.com/explorables/federated-learning/ |
| Diffie–Hellman key exchange - Wikipedia | https://en.wikipedia.org/wiki/Diffie%E2%80%93Hellman_key_exchange |
| Differential privacy in (a bit) more detail - Ted is writing things | https://desfontain.es/privacy/differential-privacy-in-more-detail.html |
| Can a Model Be Differentially Private and Fair? | https://pair.withgoogle.com/explorables/private-and-fair/#:~:text=%E2%9A%AC%20Adding%20random%20noise%20to%20the%20gradient. |
| TensorFlow Federated | https://www.tensorflow.org/federated |
| TensorFlow Federated Tutorial Session - YouTube | https://www.youtube.com/watch?v=JBNas6Yd30A |
| Hidden Technical Debt in Machine Learning Systems | https://proceedings.neurips.cc/paper/2015/file/86df7dcfd896fcaf2674f757a2463eba-Paper.pdf |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-81-nov-19-2022 |
| All Roads Lead to Rome: The Machine Learning Job Market in 2022 | Eric Jang | https://evjang.com/2022/04/25/rome.html |
| Russell Kaplan on Twitter: "Second order effects of the rise of large language models:" / Twitter | https://twitter.com/russelljkaplan/status/1513128005828165634?s=20&t=QePcsbrR-QVHtegU-3KvrQ |
| Reality has a surprising amount of detail | http://johnsalvatier.org/blog/2017/reality-has-a-surprising-amount-of-detail |
| Timing Technology: Lessons From The Media Lab · Gwern.net | https://www.gwern.net/Timing |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-82-nov-20-2022 |
| Hallucinations re: the rendering of Cyberpunk 2077 | https://c0de517e.blogspot.com/search/label/Rendering%20tutorials |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-83-nov-21-2022 |
| super, Python's most misunderstood feature. - YouTube | https://www.youtube.com/watch?v=X1PQ7zzltz |
| 4 things all great listeners know - YouTube | https://www.youtube.com/watch?v=i3ku5nx4tMU |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-84-nov-22-2022 |
| Anatomy of a Production App - System Design - YouTube | https://www.youtube.com/watch?v=akXP6pC0piE&list=WL&index=7 |
| How I learn machine learning | https://vickiboykis.com/2022/11/10/how-i-learn-machine-learning/ |
| Landscape of Vector Databases - Dmitry Kan - Medium | https://dmitry-kan.medium.com/landscape-of-vector-databases-d241b279f486 |
| MLOps Is a Mess But That's to be Expected - Mihail Eric | https://www.mihaileric.com/posts/mlops-is-a-mess/ |
| Thoughts on ML Engineering After a Year of my PhD | Shreya Shankar | https://www.shreyashankar.com/phd-year-one/ |
| Machine Learning: The High Interest Credit Card of Technical Debt – Google Research | https://research.google/pubs/pub43146/ |
| Harvard CS197: AI Research Experiences | https://www.cs197.seas.harvard.edu/ |
| My Philosophy on Alerting - Google Docs | https://docs.google.com/document/d/199PqyG3UsyXlwieHaqbGiWVa8eMWi8zzAn0YfcApr8Q/edit |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-85-nov-23-2022 |
| Visualizing DBSCAN Clustering | https://www.naftaliharris.com/blog/visualizing-dbscan-clustering/ |
| Tracking down the Villains: Outlier Detection at Netflix | by Netflix Technology Blog | Netflix TechBlog | https://netflixtechblog.com/tracking-down-the-villains-outlier-detection-at-netflix-40360b31732 |
| The Single Most Useful Decorator in Python - YouTube | https://www.youtube.com/watch?v=DnKxKFXB4NQ |
| Principal Component Analysis – Math ∩ Programming | https://jeremykun.com/2012/06/28/principal-component-analysis/ |
| PCA, visualized for human beings | casey.li | https://casey.li/pca/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-86-nov-24-2022 |
| snakeviz | https://jiffyclub.github.io/snakeviz/ |
| Diagnose slow Python code. (Feat. async/await) - YouTube | https://www.youtube.com/watch?v=m_a0fN48Alw |
| jiffyclub/snakeviz: An in-browser Python profile viewer | https://github.com/jiffyclub/snakeviz/ |
| The Python Profilers — Python 3.11.0 documentation | https://docs.python.org/3/library/profile.html |
| pyutils/line_profiler: Line-by-line profiling for Python | https://github.com/pyutils/line_profiler |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-87-nov-25-2022 |
| Unlocking your CPU cores in Python (multiprocessing) - YouTube | https://www.youtube.com/watch?v=X7vBbelRXn0 |
| Python Multiprocessing: The Complete Guide | https://superfastpython.com/multiprocessing-in-python/ |
| multiprocessing — Process-based parallelism — Python 3.11.0 documentation | https://docs.python.org/3/library/multiprocessing.html |
| concurrent.futures — Launching parallel tasks — Python 3.11.0 documentation | https://docs.python.org/3/library/concurrent.futures.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-88-nov-26-2022 |
| How to speak so that people want to listen | https://www.youtube.com/watch?v=eIho2S0ZahI |
| 25 nooby Python habits you need to ditch - YouTube | https://www.youtube.com/watch?v=qUeud6DvOWI |
| Logging in Python – Real Python | https://realpython.com/python-logging/ |
| The subprocess Module: Wrapping Programs With Python – Real Python | https://realpython.com/python-subprocess/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-89-nov-27-2022 |
| Graph Neural Networks: A gentle introduction | https://www.youtube.com/watch?v=xFMhLp52qKI&t=6 |
| Stanford CS224W: Machine Learning with Graphs | https://www.youtube.com/playlist?list=PLoROMvodv4rPLKxIpqhjhPgdQy7imNkDn |
| A Gentle Introduction to Graph Neural Networks | https://distill.pub/2021/gnn-intro/ |
| Understanding Convolutions on Graphs | https://distill.pub/2021/understanding-gnns/ |
| Graph Neural Networks | https://www.youtube.com/playlist?list=PLV8yxwGOxvvoNkzPfCx2i8an--Tkt7O8Z |
| Intro to graph neural networks (ML Tech Talks) | https://www.youtube.com/watch?v=8owQBFAHw7E |
| Graph Neural Nets | AI Epiphany | https://www.youtube.com/playlist?list=PLBoQnSflObckArGNhOcNg7lQG_f0ZlHF5 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-90-nov-28-2022 |
| Python Generators | https://www.youtube.com/watch?v=tmeKsb2Fras&t=737s |
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| How to Use Generators and yield in Python – Real Python | https://realpython.com/introduction-to-python-generators/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-91-nov-30-2022 |
| Oh Shit, Git!?! | https://ohshitgit.com/ |
| SQL Indexing and Tuning e-Book for developers: Use The Index, Luke covers Oracle, MySQL, PostgreSQL, SQL Server, ... | https://use-the-index-luke.com/ |
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| NLP: Everything about Embeddings. Numerical representations are a… | by Mohammed Terry-Jack | Medium | https://medium.com/@b.terryjack/nlp-everything-about-word-embeddings-9ea21f51ccfe |
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| Embedding projector - visualization of high-dimensional data | http://projector.tensorflow.org/ |
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| ENC2045 Computational Linguistics — ENC2045 Computational Linguistics | https://alvinntnu.github.io/NTNU_ENC2045_LECTURES/intro.html |
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| benthecoder/gpt3-blog-title: Using GPT-3 to help me get more claps on medium.com | https://github.com/benthecoder/gpt3-blog-title |
| Deploy Streamlit using Docker - Streamlit Docs | https://docs.streamlit.io/knowledge-base/tutorials/deploy/docker |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-94-dec-2-2022 |
| What Is A CDN? How Does It Work? - YouTube | https://www.youtube.com/watch?v=RI9np1LWzqw |
| What is RPC? gRPC Introduction. - YouTube | https://www.youtube.com/watch?v=gnchfOojMk4 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-95-dec-3-2022 |
| The Ultimate Guide to Writing Functions - YouTube | https://www.youtube.com/watch?v=yatgY4NpZXE |
| Building Implicit Interfaces in Python with Protocol Classes | https://andrewbrookins.com/technology/building-implicit-interfaces-in-python-with-protocol-classes/ |
| Python Protocol | https://www.pythontutorial.net/python-oop/python-protocol/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-96-dec-4-2022 |
| How To Use Docker To Make Local Development A Breeze - YouTube | https://www.youtube.com/watch?v=zkMRWDQV4Tg |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-97-dec-5-2022 |
| System Design: How to store passwords in the database? - YouTube | https://youtu.be/zt8Cocdy15c |
| Hashing in Action: Understanding bcrypt | https://auth0.com/blog/hashing-in-action-understanding-bcrypt/ |
| Lecture24.pdf | https://engineering.purdue.edu/kak/compsec/NewLectures/Lecture24.pdf |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-98-dec-6-2022 |
| Science-Based Tools for Increasing Happiness | Huberman Lab Podcast #98 - YouTube | https://www.youtube.com/watch?v=LTGGyQS1fZE |
| Spending Money on Others Promotes Happiness | Science | https://www.science.org/doi/10.1126/science.1150952 |
| A Wandering Mind Is an Unhappy Mind | Science | https://www.science.org/doi/10.1126/science.1192439 |
| The Molecule of More: How a Single Chemical in Your Brain Drives Love, Sex, and Creativity—and Will Determine the Fate of the Human Race by Daniel Z. Lieberman | https://www.goodreads.com/book/show/38728977-the-molecule-of-more |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-99-dec-7-2022 |
| System Design: Why is Kafka fast? - YouTube | https://www.youtube.com/watch?v=UNUz1-msbOM |
| The Log: What every software engineer should know about real-time data's unifying abstraction | LinkedIn Engineering | https://engineering.linkedin.com/distributed-systems/log-what-every-software-engineer-should-know-about-real-time-datas-unifying |
| Confluent Developer: Your Apache Kafka® Journey begins here | https://developer.confluent.io/ |
| Kafka as a Platform: the Ecosystem from the Ground Up | https://talks.rmoff.net/8OCgKp/kafka-as-a-platform-the-ecosystem-from-the-ground-up |
| aiven/python-notebooks-for-apache-kafka: A Series of Notebooks on how to start with Kafka and Python | https://github.com/aiven/python-notebooks-for-apache-kafka |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-100-dec-8-2022 |
| The science of falling in love - Shannon Odell - YouTube | https://www.youtube.com/watch?v=f_OPjYQovAE |
| The Anatomy Of Love | https://theanatomyoflove.com/ |
| Love, Actually: The science behind lust, attraction, and companionship - Science in the News | https://sitn.hms.harvard.edu/flash/2017/love-actually-science-behind-lust-attraction-companionship/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-101-dec-9-2022 |
| Rust for the impatient (Learn Rust in 10 minutes) [RUST-4] - YouTube | https://www.youtube.com/watch?v=br3GIIQeefY&list=PLZaoyhMXgBzoM9bfb5pyUOT3zjnaDdSEP&index=6 |
| A half-hour to learn Rust | https://fasterthanli.me/articles/a-half-hour-to-learn-rust |
| Rust articles | https://fasterthanli.me/tags/rust |
| The Rust Book | https://doc.rust-lang.org/stable/book/title-page.html |
| variables - What does the ampersand (&) before self mean in Rust? - Stack Overflow | https://stackoverflow.com/questions/31908636/what-does-the-ampersand-before-self-mean-in-rust/31908687#31908687 |
| joaocarvalhoopen/How_to_learn_modern_Rust: A guide to the adventurer. | https://github.com/joaocarvalhoopen/How_to_learn_modern_Rust |
| Rust By Example | https://doc.rust-lang.org/rust-by-example/index.html |
| Rust Application Books - The Little Book of Rust Books | https://lborb.github.io/book/applications.html |
| rust-lang/rustlings: Small exercises to get you used to reading and writing Rust code! | https://github.com/rust-lang/rustlings |
| Read Rust | https://readrust.net/ |
| This Week in Rust | https://this-week-in-rust.org/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-102-dec-10-2022 |
| This Is How To Have A Long Awesome Life - Barking Up The Wrong Tree | https://bakadesuyo.com/2022/10/nutrition/ |
| Seven Countries Study - Wikipedia | https://en.wikipedia.org/wiki/Seven_Countries_Study |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-103-dec-11-2022 |
| Habits: How to be successful every day | Dan Ariely, Gretchen Rubin & more | https://www.youtube.com/watch?v=Ogc8JUn-F5I |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-104-dec-12-2022 |
| 40 Useful Concepts You Should Know - by Gurwinder | https://gurwinder.substack.com/p/40-useful-concepts-you-should-know |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-105-dec-13-2022 |
| dbt data doc | https://docs.getdbt.com/docs/collaborate/documentation |
| dbt Data lineage | https://docs.getdbt.com/terms/data-lineage |
| Becoming An Analytics Engineer in 2023: A Data Analyst Guide | https://medium.com/@baluramachandra90/becoming-an-analytics-engineer-in-2023-a-data-analyst-guide-1faf6d1cc89c |
| What is Analytics Engineering? | https://www.getdbt.com/what-is-analytics-engineering/ |
| SQL Style Guide | GitLab | https://about.gitlab.com/handbook/business-technology/data-team/platform/sql-style-guide/ |
| Python Guide | GitLab | https://about.gitlab.com/handbook/business-technology/data-team/platform/python-guide/ |
| The Data Warehouse Toolkit: The Definitive Guide to Dimensional Modeling, 3rd Edition [Book] | https://www.oreilly.com/library/view/the-data-warehouse/9781118530801/ |
| Version control basics | dbt Developer Hub | https://docs.getdbt.com/docs/collaborate/git/version-control-basics |
| Learn Analytics Engineering with dbt | dbt Learn | https://courses.getdbt.com/collections |
| Template Designer Documentation (Macros and jinja) | https://jinja.palletsprojects.com/en/3.1.x/templates/#list-of-control-structures |
| Data Testing: What and When to Test | https://www.getdbt.com/analytics-engineering/transformation/data-testing/#why-is-testing-a-necessary-part-of-an-analytics-workflow |
| Learn Airflow with astronomer | https://docs.astronomer.io/learn |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-106-dec-14-2022 |
| The CO2 Tolerance Test and Why You Should Be Working on Your Lungs - Crux Fitness | https://www.cruxfit.com/the-co2-tolerance-test-and-why-you-should-be-working-on-your-lungs/ |
| Carbon Dioxide Tolerance Test (CO2TT) - Breathe Your Truth | https://breatheyourtruth.com/carbon-dioxide-tolerance-test-co2tt/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-105-dec-15-2022 |
| Intuitive Python: Productive Development for Projects that Last by David Muller | https://pragprog.com/titles/dmpython/intuitive-python/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-106-dec-16-2022 |
| Process vs Thread | Popular Interview Question - YouTube | https://www.youtube.com/watch?v=4rLW7zg21gI |
| Thread vs Process in Python | https://superfastpython.com/thread-vs-process/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-107-dec-17-2022 |
| Stop Overthinking: 23 Techniques to Relieve Stress, Stop Negative Spirals, Declutter Your Mind, and Focus on the Present by Nick Trenton | https://www.goodreads.com/en/book/show/57280624-stop-overthinking |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-108-dec-18-2022 |
| Moonwalking with Einstein: The Art and Science of Remembering Everything by Joshua Foer | https://www.goodreads.com/book/show/6346975-moonwalking-with-einstein |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-109-dec-19-2022 |
| Julia MacDonald on Twitter: "McKinsey is paid to solve complex problems. They created a process that helps find solutions: The Hypothesis-Driven Framework. Let’s dive in.👇" / Twitter | https://twitter.com/julia_m_mac/status/1603727231116890118?s=20&t=8FP0B9c6TZGMQ5WM4K0urw |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-120-dec-20-2022 |
| The 80/20 Principle: The Secret to Achieving More with Less by Richard Koch | https://www.goodreads.com/book/show/181206.The_80_20_Principle |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-121-dec-21-2022 |
| Make Your Bed: Little Things That Can Change Your Life...And Maybe the World by William H. McRaven | https://www.goodreads.com/book/show/31423133-make-your-bed |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-122-dec-22-2022 |
| The best way to apologize (according to science) - YouTube | https://www.youtube.com/watch?v=q-ApAdEOm5s |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-123-dec-23-2022 |
| On Writing: A Memoir of the Craft by Stephen King | https://www.goodreads.com/book/show/10569.On_Writing |
| Summary & Notes | https://www.grahammann.net/book-notes/on-writing-well-william-zinsser |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-124-dec-24-2022 |
| Crafting To-Do Lists That Spark Productivity and Joy | https://hulry.com/productive-to-do-list/ |
| How I Finally Made Sense of Todoist’s Priority Levels | https://hulry.com/todoist-priority-levels-moscow/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-125-dec-25-2022 |
| What's next for AI | MIT Technology Review | https://www.technologyreview.com/2022/12/23/1065852/whats-next-for-ai/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-126-dec-26-2022 |
| Vint Cerf Helped Create the Internet on the Back of an Envelope - WSJ | https://archive.ph/k1j4H |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-127-dec-27-2022 |
| Functional Programming Principles in Scala notes | https://ivy-zhou.github.io/notes/2020/09/02/progfun.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-128-dec-28-2022 |
| valeman/awesome-conformal-prediction: A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries. | https://github.com/valeman/awesome-conformal-prediction |
| awslabs/fortuna: A Library for Uncertainty Quantification. | https://github.com/awslabs/fortuna |
| Week #1: Getting Started With Conformal Prediction For Classification | https://mindfulmodeler.substack.com/p/week-1-getting-started-with-conformal |
| Week #2: Intuition Behind Conformal Prediction | https://mindfulmodeler.substack.com/p/week-2-intuition-behind-conformal |
| A Gentle Introduction to Conformal Prediction | https://arxiv.org/pdf/2107.07511.pdf |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-129-dec-29-2022 |
| GFNOrg/gflownet: Generative Flow Networks | https://github.com/GFNOrg/gflownet |
| The What, Why and How of Generative Flow Networks | by Matt Biggs | Towards Data Science | https://towardsdatascience.com/the-what-why-and-how-of-generative-flow-networks-4fb3cd309af0 |
| Generative Flow Networks - Yoshua Bengio | https://yoshuabengio.org/2022/03/05/generative-flow-networks/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-130-dec-30-2022 |
| MyLifeBits - Microsoft Research | https://www.microsoft.com/en-us/research/project/mylifebits/ |
| Memex - Wikipedia | https://en.wikipedia.org/wiki/Memex |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-131-dec-31-2022 |
| Active Learning, part 1: the Theory | https://blog.scaleway.com/active-learning-some-datapoints-are-more-equal-than-others/ |
| google/active-learning | https://github.com/google/active-learning |
| baifanxxx/awesome-active-learning: A curated list of awesome Active Learning | https://github.com/baifanxxx/awesome-active-learning |
| rmunro/pytorch_active_learning: PyTorch Library for Active Learning to accompany Human-in-the-Loop Machine Learning book | https://github.com/rmunro/pytorch_active_learning |
| [1702.07956] Generative Adversarial Active Learning | https://arxiv.org/abs/1702.07956 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-132-jan-1-2023 |
| 22 Problems Solved in 2022 - YouTube | https://www.youtube.com/watch?v=c3dDagZMALQ&t=89s |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-133-jan-2-2023 |
| Conversation Skills Essentials – Tynan.com | https://tynan.com/letstalk/ |
| Creating Emotional Connection Handouts.pdf | https://caps.unl.edu/Creating%20Emotional%20Connection%20Handouts.pdf |
| A low-risk technique for gaining intimacy with people - YouTube | https://www.youtube.com/watch?v=WyKFHd7cSaU&t=108s |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-134-jan-3-2023 |
| Ahead of AI #4: A Big Year For AI - by Sebastian Raschka | https://magazine.sebastianraschka.com/p/ahead-of-ai-4-a-big-year-for-ai |
| [2201.03545] A ConvNet for the 2020s | https://arxiv.org/abs/2201.03545 |
| [2204.01697] MaxViT: Multi-Axis Vision Transformer | https://arxiv.org/abs/2204.01697 |
| [2112.10752] High-Resolution Image Synthesis with Latent Diffusion Models | https://arxiv.org/abs/2112.10752 |
| [2205.06175] A Generalist Agent | https://arxiv.org/abs/2205.06175 |
| [2203.15556] Training Compute-Optimal Large Language Models | https://arxiv.org/abs/2203.15556 |
| [2204.02311] PaLM: Scaling Language Modeling with Pathways | https://arxiv.org/abs/2204.02311 |
| [2212.04356] Robust Speech Recognition via Large-Scale Weak Supervision | https://arxiv.org/abs/2212.04356 |
| [2207.03208] Revisiting Pretraining Objectives for Tabular Deep Learning | https://arxiv.org/abs/2207.03208 |
| [2207.08815] Why do tree-based models still outperform deep learning on tabular data? | https://arxiv.org/abs/2207.08815 |
| Evolutionary-scale prediction of atomic level protein structure with a language model | bioRxiv | https://www.biorxiv.org/content/10.1101/2022.07.20.500902v3 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-135-jan-4-2023 |
| 5 Mindsets to be Confident & Well-Liked - YouTube | https://www.youtube.com/watch?v=4P9Qp2Q3mLo |
| How to attract the right people by working on yourself - YouTube | https://www.youtube.com/watch?v=Mj9J_zsYvtE |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-136-jan-5-2023 |
| Visualization of tensors - part 1 - YouTube | https://www.youtube.com/watch?v=YxXyN2ifK8A |
| Tensors for Neural Networks, Clearly Explained!!! - YouTube | https://www.youtube.com/watch?v=L35fFDpwIM4 |
| Multi-Dimensional Data (as used in Tensors) - Computerphile - YouTube | https://www.youtube.com/watch?v=DfK83xEtJ_k |
| Introduction to PyTorch Tensors — PyTorch Tutorials 1.13.1+cu117 documentation | https://pytorch.org/tutorials/beginner/introyt/tensors_deeper_tutorial.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-137-jan-6-2023 |
| Fastbook Chapter 1 questionnaire solutions (wiki) - Part 1 (2020) - fast.ai Course Forums | https://forums.fast.ai/t/fastbook-chapter-1-questionnaire-solutions-wiki/65647 |
| 1. Your Deep Learning Journey - Deep Learning for Coders with fastai and PyTorch [Book] | https://www.oreilly.com/library/view/deep-learning-for/9781492045519/ch01.html |
| fastbook/01_intro.ipynb at master · fastai/fastbook | https://github.com/fastai/fastbook/blob/master/01_intro.ipynb |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-138-jan-7-2023 |
| 2. From Model to Production | Deep Learning for Coders with fastai and PyTorch | https://learning.oreilly.com/library/view/deep-learning-for/9781492045519/ch02.html#idm46668598893488 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-139-jan-8-2023 |
| is it a bird or a plane | https://www.kaggle.com/code/benthecoder/is-it-a-bird-or-a-plane |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-140-jan-9-2023 |
| ChatGPT to 10x SEO | https://twitter.com/barrettjoneill/status/1610629309236150272?s=48&t=j92cl6mXt2Vb2cVtBOBo2w |
| f/awesome-chatgpt-prompts: This repo includes ChatGPT promt curation to use ChatGPT better. | https://github.com/f/awesome-chatgpt-prompts |
| Why SEO Pros Need To Master Prompts: The ChatGPT Revolution | https://www.searchenginejournal.com/why-seo-pros-need-to-master-prompts-the-chatgpt-revolution/473780/#close |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-141-jan-10-2023 |
| Extreme questions to trigger new, better ideas | A Smart Bear: Longform | https://longform.asmartbear.com/posts/extreme-questions/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-142-jan-11-2023 |
| The Daily Habits of Happiness Experts | TIME | https://time.com/6241099/daily-habits-happiness-experts/ |
| The Happiness Revival Guide | TIME | https://time.com/collection/happiness-revival-guide/ |
| The Computer Science Book: a complete introduction to computer science in one book | https://thecomputersciencebook.com/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-143-jan-12-2023 |
| Context switching: Why jumping between tasks is killing your productivity | https://blog.rescuetime.com/context-switching/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-144-jan-13-2023 |
| How to Make the Most of Your 24 Hours - zen habits zen habits | https://zenhabits.net/transcendent/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-145-jan-14-2023 |
| paper | https://www.cs.toronto.edu/~hinton/FFA13.pdf |
| implementation | https://github.com/nebuly-ai/nebullvm/tree/main/apps/accelerate/forward_forward |
| pytorch implementation | https://github.com/mohammadpz/pytorch_forward_forward |
| twitter thread | https://twitter.com/diegofiori_/status/1605242573311709184 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-146-jan-15-2023 |
| GitHub | https://github.com/pola-rs/polars |
| Introduction - Polars | https://pola-rs.github.io/polars-book/user-guide/ |
| Modern Polars | https://kevinheavey.github.io/modern-polars/?ref=blef-fr |
| Polars: Blazingly Fast DataFrames in Rust and Python - YouTube | https://www.youtube.com/watch?v=kVy3-gMdViM |
| Calmcode - polars: Introduction | https://calmcode.io/polars/introduction.html |
| I wrote one of the fastest DataFrame libraries | Ritchie Vink | https://www.ritchievink.com/blog/2021/02/28/i-wrote-one-of-the-fastest-dataframe-libraries/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-147-jan-16-2023 |
| Four Thousand Weeks | https://leebyron.com/4000/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-148-jan-17-2023 |
| What I've learned from interviewing more than 300 Data Scientists | https://medium.com/@martinleitner_33020/what-ive-learned-from-interviewing-more-than-300-data-scientists-dc5426a6df9d |
| What skill is a significant differentiator for a Data Scientist? | https://medium.com/@martinleitner_33020/what-skill-is-a-significant-differentiator-for-a-data-scientist-d0a4af725a86 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-149-jan-18-2023 |
| The Neuroscience of Achieving Your Goals - Superorganizers - Every | https://every.to/superorganizers/the-neuroscience-of-achieving-your-goals |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-150-jan-19-2023 |
| Lessons from six years of blogging | https://ljvmiranda921.github.io/life/2023/01/07/six-years/ |
| Blogpost Annealing | https://www.swyx.io/blogpost-annealing |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-151-jan-20-2023 |
| understanding - nabeelqu | https://nabeelqu.co/understanding |
| Noticing Confusion - Sequence | https://www.readthesequences.com/Noticing-Confusion-Sequence |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-152-jan-21-2023 |
| OpenAI tokenizer page | https://beta.openai.com/tokenizer |
| transformers.GPT2TokenizerFast | https://huggingface.co/docs/transformers/model_doc/gpt2#transformers.GPT2TokenizerFast |
| Pinecone | https://www.pinecone.io/ |
| Weaviate | https://weaviate.io/ |
| Faiss | https://engineering.fb.com/2017/03/29/data-infrastructure/faiss-a-library-for-efficient-similarity-search/ |
| amazon food reviews | https://github.com/openai/openai-cookbook/blob/main/examples/Obtain_dataset.ipynb |
| visualize embeddings 2d | https://github.com/openai/openai-cookbook/blob/main/examples/Visualizing_embeddings_in_2D.ipynb |
| regression | https://github.com/openai/openai-cookbook/blob/main/examples/Regression_using_embeddings.ipynb |
| classification | https://github.com/openai/openai-cookbook/blob/main/examples/Classification_using_embeddings.ipynb |
| zero shot classification | https://github.com/openai/openai-cookbook/blob/main/examples/Zero-shot_classification_with_embeddings.ipynb |
| user and product embeddings | https://github.com/openai/openai-cookbook/blob/main/examples/User_and_product_embeddings.ipynb |
| clustering | https://github.com/openai/openai-cookbook/blob/main/examples/Clustering.ipynb |
| semantic text search | https://github.com/openai/openai-cookbook/blob/main/examples/Semantic_text_search_using_embeddings.ipynb |
| code search | https://github.com/openai/openai-cookbook/blob/main/examples/Code_search.ipynb |
| recommendations | https://github.com/openai/openai-cookbook/blob/main/examples/Recommendation_using_embeddings.ipynb |
| question answering | https://github.com/openai/openai-cookbook/blob/main/examples/Question_answering_using_embeddings.ipynb |
| Introducing Text and Code Embeddings | https://openai.com/blog/introducing-text-and-code-embeddings/ |
| OpenAI API - examples | https://beta.openai.com/docs/guides/embeddings/what-are-embeddings |
| paper | https://ar5iv.labs.arxiv.org/html/2201.10005 |
| code examples | https://github.com/openai/openai-cookbook/tree/main/examples |
| namuan/dr-doc-search: Converse with book - Built with GPT-3 | https://github.com/namuan/dr-doc-search |
| hwchase17/langchain: ⚡ Building applications with LLMs through composability ⚡ | https://github.com/hwchase17/langchain |
| jerryjliu/gpt_index: An index created by GPT to organize external information and answer queries! | https://github.com/jerryjliu/gpt_index |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-153-jan-22-2023 |
| website | https://pycaret.org/ |
| docs | https://pycaret.gitbook.io/docs/ |
| Tutorials | https://pycaret.gitbook.io/docs/get-started/tutorials |
| github | https://github.com/pycaret/pycaret |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-154-jan-23-2023 |
| How to learn data engineering | https://www.blef.fr/learn-data-engineering/ |
| Hadoop and Big Data - hadoop | https://jheck.gitbook.io/hadoop/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-155-jan-24-2023 |
| probability - Normalizing constant in Bayes theorem - Cross Validated | https://stats.stackexchange.com/questions/12112/normalizing-constant-in-bayes-theorem |
| Bayes' Theorem | https://chrispiech.github.io/probabilityForComputerScientists/en/part1/bayes_theorem/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-156-jan-25-2023 |
| Regression: What’s it all about? [Bayesian and otherwise] | Statistical Modeling, Causal Inference, and Social Science | https://statmodeling.stat.columbia.edu/2015/03/29/bayesian-frequentist-regression-methods/ |
| Bayesian vs Frequentist A/B Testing (and Does it Even Matter?) | https://cxl.com/blog/bayesian-frequentist-ab-testing/ |
| Statistical Alignment: Bayesian or Frequentist? | Built In | https://builtin.com/data-science/frequentist-vs-bayesian |
| Bayesians are frequentists | Statistical Modeling, Causal Inference, and Social Science | https://statmodeling.stat.columbia.edu/2018/06/17/bayesians-are-frequentists/ |
| Bayes.ppt | https://www.cse.psu.edu/~rtc12/CSE586/lectures/BayesianEstimation.pdf |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-156-jan-26-2023 |
| Build your own AI writing assistant w/ GPT-3 | https://buildspace.so/builds/ai-writer |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-157-jan-27-2023 |
| Our Big Mac index shows how burger prices are changing | The Economist | https://www.economist.com/big-mac-index?utm_source=chartr&utm_medium=newsletter&utm_campaign=chartr_20230127 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-158-jan-28-2023 |
| PostgreSQL: Documentation: 9.3: EXPLAIN | https://www.postgresql.org/docs/9.3/sql-explain.html |
| 6 Key Concepts, to Master Window Functions · Start Data Engineering | https://www.startdataengineering.com/post/6-concepts-to-clearly-understand-window-functions/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-159-jan-29-2023 |
| PostgreSQL: Documentation: 15: 9.9. Date/Time Functions and Operators | https://www.postgresql.org/docs/current/functions-datetime.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-160-jan-30-2023 |
| Which black and white movies are absolutely worth watching? : AskReddit | https://www.reddit.com/r/AskReddit/comments/10opflg/which_black_and_white_movies_are_absolutely_worth/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-161-jan-31-2023 |
| Search Control | https://www.cs.miami.edu/home/geoff/Courses/COMP6210-10M/Content/SearchControl.shtml |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-162-feb-1-2023 |
| scientism on Twitter: "The tech billionaire crowd represent a kind of 'trad capitalism' that valorizes the owner-manager. They imagine themselves like the great industrialists and oppose themselves to modern capital where owners are divorced from management by dozens of layers of financial abstraction." / Twitter | https://twitter.com/mr_scientism/status/1519041920806395907 |
| Experimentation Platform in a Day | by Dan Frank | Deliberate Data Science | Medium | https://medium.com/deliberate-data-science/experimentation-platform-in-a-day-c60646ef1a2 |
| Data semantics: the missing layer of your data warehouse - Blog | https://www.coinbase.com/blog/data-semantics-the-missing-layer-of-your-data-warehouse |
| What is a Semantic Layer? - Datameer | https://www.datameer.com/blog/what-is-a-semantic-layer/ |
| Increasing the sensitivity of A/B tests by utilizing the variance estimates of experimental units - Meta Research | Meta Research | https://research.facebook.com/blog/2020/10/increasing-the-sensitivity-of-a-b-tests-by-utilizing-the-variance-estimates-of-experimental-units/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-163-feb-2-2023 |
| A/B Testing in Data Science Interviews by a Google Data Scientist | DataInterview - YouTube | https://www.youtube.com/watch?v=DUNk4GPZ9bw |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-164-feb-3-2023 |
| Python’s “Disappointing” Superpowers - lukeplant.me.uk | https://lukeplant.me.uk/blog/posts/pythons-disappointing-superpowers/ |
| Understanding all of Python, through its builtins | https://sadh.life/post/builtins/ |
| dair-ai/Transformers-Recipe: 🧠 A study guide to learn about Transformers | https://github.com/dair-ai/Transformers-Recipe |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-165-feb-4-2023 |
| 8 Key Data Structures That Power Modern Databases - YouTube | https://www.youtube.com/watch?v=W_v05d_2RTo |
| The Secret Sauce Behind NoSQL: LSM Tree - YouTube | https://www.youtube.com/watch?v=I6jB0nM9SKU&t=0s |
| Database Internals | https://www.databass.dev/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-166-feb-5-2023 |
| Higher Rates Will Lead to the Next Generation of Great Tech Startups | https://chamathreads.substack.com/p/higher-rates-will-lead-to-the-next |
| All-In with Chamath, Jason, Sacks & Friedberg - E114: Markets update: whipsaw macro picture, big tech, startup mass extinction event, VC reckoning | https://podcasts.google.com/feed/aHR0cHM6Ly9hbGxpbmNoYW1hdGhqYXNvbi5saWJzeW4uY29tL3Jzcw/episode/MzQ0MTJhZWYtMWJmNC00Yjk0LWIxMDEtYTU0ODA2YzAxMmZk?hl=en&ved=2ahUKEwjzut2pm__8AhXxl4kEHWhaCAsQjrkEegQICBAF&ep=6 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-167-feb-6-2023 |
| Bayesian method (1). The prior distribution | by Xichu Zhang | Towards Data Science | https://towardsdatascience.com/bayesian-method-1-1cbdb1e6b4 |
| Chapter 9 Considering Prior Distributions | An Introduction to Bayesian Reasoning and Methods | https://bookdown.org/kevin_davisross/bayesian-reasoning-and-methods/prior.html |
| How Should You Think About Your Priors for a Bayesian Analysis? | Steven V. Miller | http://svmiller.com/blog/2021/02/thinking-about-your-priors-bayesian-analysis/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-168-feb-7-2023 |
| The Illustrated Transformer – Jay Alammar – Visualizing machine learning one concept at a time. | https://jalammar.github.io/illustrated-transformer/ |
| The Transformer Family | Lil'Log | https://lilianweng.github.io/posts/2020-04-07-the-transformer-family/ |
| Transformer models: an introduction and catalog — 2023 Edition - AI, software, tech, and people, not in that order… by X | https://amatriain.net/blog/transformer-models-an-introduction-and-catalog-2d1e9039f376/ |
| karpathy/nanoGPT: The simplest, fastest repository for training/finetuning medium-sized GPTs. | https://github.com/karpathy/nanoGPT |
| Introduction to Deep Learning | https://sebastianraschka.com/blog/2021/dl-course.html#l19-self-attention-and-transformer-networks |
| Understanding Large Language Models -- A Transformative Reading List | https://sebastianraschka.com/blog/2023/llm-reading-list.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-167-feb-8-2023 |
| Gaussian Processes: a versatile data science method that packs infinite dimensions – @aurimas | https://aurimas.eu/blog/2022/03/intro-to-gaussian-processes/ |
| Implement A Gaussian Process From Scratch | by Shuai Guo | Towards Data Science | https://towardsdatascience.com/implement-a-gaussian-process-from-scratch-2a074a470bce |
| Gaussian processes (1/3) - From scratch | https://peterroelants.github.io/posts/gaussian-process-tutorial/ |
| jwangjie/Gaussian-Processes-Regression-Tutorial: An Intuitive Tutorial to Gaussian Processes Regression | https://github.com/jwangjie/Gaussian-Processes-Regression-Tutorial |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-168-feb-9-2023 |
| Think Fast, Talk Smart: Communication Techniques - YouTube | https://www.youtube.com/watch?v=HAnw168huqA |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-169-feb-10-2023 |
| 📈 Stock Market Real-Time Data Analysis Using Kafka | End-To-End Data Engineering Project - YouTube | https://www.youtube.com/watch?v=KerNf0NANMo |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-170-feb-11-2023 |
| Putting Ideas into Words | http://www.paulgraham.com/words.html |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-171-feb-12-2023 |
| Chaining in Pandas | //gardnmi | https://gardnmi.github.io/blog/jupyter/pandas/python/2021/08/22/chaining-in-pandas.html |
| Professional Pandas: The Pandas Assign Method and Chaining | https://ponder.io/professional-pandas-the-pandas-assign-method-and-chaining/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-172-feb-13-2023 |
| this summary | https://www.expatfinance.us/united-states/double-taxation |
| this summary | https://www.expatfinance.us/united-states/us-foreign-taxation |
| due to the EU MiFiD regulation | https://www.expatfinance.us/united-states/us-foreign-taxation |
| Interactive Brokers Lite account | https://www.expatfinance.us/united-states/interactive-brokers-lite |
| transfer USD/EUR internationally | https://www.expatfinance.us/general/ibkr-money-transfers |
| this discussion | https://www.expatfinance.us/united-states/us-foreign-taxation |
| here on reddit | https://www.reddit.com/r/ExpatFinance/comments/o2mzkv/not_bring_100_honest_about_a_us_address/ |
| US-ETFs even come with a noticeable tax advantage | https://www.expatfinance.us/germany/taxation-of-us-etfs |
| on reddit | https://www.reddit.com/r/Finanzen/comments/omqq78/fundierte_analyse_wie_man_13_deutsche_steuer_auf/ |
| Which country should I open an investing account as an international in the US with an F1 visa? : eupersonalfinance | https://www.reddit.com/r/eupersonalfinance/comments/po7imd/comment/j8f9eph/?context=3 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-173-feb-14-2023 |
| Job Search & Interview Cheatsheet | https://benthecoder.notion.site/Job-Search-Interview-Cheatsheet-709acbb9f1cc45e4bcfd2e77ec20f3b0 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-174-feb-15-2023 |
| dpkp/kafka-python: Python client for Apache Kafka | https://github.com/dpkp/kafka-python |
| fsspec/s3fs: S3 Filesystem | https://github.com/fsspec/s3fs |
| benthecoder/kafka-stock-market | https://github.com/benthecoder/kafka-stock-market |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-175-feb-16-2023 |
| Uninstall Docker Compose | Docker Documentation | https://docs.docker.com/compose/install/uninstall/ |
| Docker desktop mac wont update docker compose - Stack Overflow | https://stackoverflow.com/questions/72663581/docker-desktop-mac-wont-update-docker-compose |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-176-feb-17-2023 |
| AI Titans Clash, Deepfaked Propaganda Spreads, Generative Models Resurrect Seinfeld and more | https://www.deeplearning.ai/the-batch/issue-184/ |
| Can ChatGPT-like Generative Models Guarantee Factual Accuracy? On the Mistakes of Microsoft's New Bing - DEV Community 👩💻👨💻 | https://dev.to/ruochenzhao3/can-chatgpt-like-generative-models-guarantee-factual-accuracy-on-the-mistakes-of-microsofts-new-bing-111b |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-177-feb-18-2023 |
| How to remove remote origin from a Git repository - Stack Overflow | https://stackoverflow.com/questions/16330404/how-to-remove-remote-origin-from-a-git-repository |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-178-feb-19-2023 |
| python - Timeout on a function call - Stack Overflow | https://stackoverflow.com/questions/492519/timeout-on-a-function-call |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-179-feb-20-2023 |
| Why You're Christian - David Perell | https://perell.com/essay/why-youre-christian/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-180-feb-21-2023 |
| python - How to get the return value of a function passed to multiprocessing.Process? - Stack Overflow | https://stackoverflow.com/questions/10415028/how-to-get-the-return-value-of-a-function-passed-to-multiprocessing-process/37736655#37736655 |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-181-feb-22-2023 |
| tqdm/tqdm: A Fast, Extensible Progress Bar for Python and CLI | https://github.com/tqdm/tqdm |
| Understanding Subprocesses in Python - Earthly Blog | https://earthly.dev/blog/subprocesses-in-python/ |
| https://patch-diff.githubusercontent.com/benthecoder/til#day-182-feb-25-2023 |
| benthecoder/neural-networks-from-scratch | https://github.com/benthecoder/neural-networks-from-scratch |
| benthecoder.github.io/til | https://benthecoder.github.io/til |
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