René's URL Explorer Experiment


Title: GitHub - chen115y/MLOpsLearning: This repository provides some basic training materials for data scientists

Open Graph Title: GitHub - chen115y/MLOpsLearning: This repository provides some basic training materials for data scientists

X Title: GitHub - chen115y/MLOpsLearning: This repository provides some basic training materials for data scientists

Description: This repository provides some basic training materials for data scientists - chen115y/MLOpsLearning

Open Graph Description: This repository provides some basic training materials for data scientists - chen115y/MLOpsLearning

X Description: This repository provides some basic training materials for data scientists - chen115y/MLOpsLearning

Opengraph URL: https://github.com/chen115y/MLOpsLearning

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:afbe9832-7431-e0e1-7e59-3e8bd1fd4308
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idC748:12A68A:9CC896:CC739E:697693FB
html-safe-nonce97174e17a3431c9c47733daf38e3c7e5212033420ed9285c497cf0561045f389
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDNzQ4OjEyQTY4QTo5Q0M4OTY6Q0M3MzlFOjY5NzY5M0ZCIiwidmlzaXRvcl9pZCI6Ijg1NjEyMTU1ODA3MjQ2NDM3OSIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac84443236f1777b2bd825386fef9e316ee05f2d800612be3abb3ad0e68ba5e574
hovercard-subject-tagrepository:239209392
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/chen115y/MLOpsLearning
twitter:imagehttps://opengraph.githubassets.com/a922eb21c5f9db6e0c55b99c306085586ddd2c6969f685acb51c64baa1dc0973/chen115y/MLOpsLearning
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/a922eb21c5f9db6e0c55b99c306085586ddd2c6969f685acb51c64baa1dc0973/chen115y/MLOpsLearning
og:image:altThis repository provides some basic training materials for data scientists - chen115y/MLOpsLearning
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None032152924a283b83384255d9489e7b93b54ba01da8d380b05ecd3953b3212411
turbo-cache-controlno-preview
go-importgithub.com/chen115y/MLOpsLearning git https://github.com/chen115y/MLOpsLearning.git
octolytics-dimension-user_id22155635
octolytics-dimension-user_loginchen115y
octolytics-dimension-repository_id239209392
octolytics-dimension-repository_nwochen115y/MLOpsLearning
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id239209392
octolytics-dimension-repository_network_root_nwochen115y/MLOpsLearning
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release5b577f6be6482e336e3c30e8daefa30144947b17
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fchen115y%2FMLOpsLearning
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fchen115y%2FMLOpsLearning
Sign up https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=chen115y%2FMLOpsLearning
Reloadhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning
Reloadhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning
Reloadhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning
chen115y https://patch-diff.githubusercontent.com/chen115y
MLOpsLearninghttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fchen115y%2FMLOpsLearning
Fork 1 https://patch-diff.githubusercontent.com/login?return_to=%2Fchen115y%2FMLOpsLearning
Star 7 https://patch-diff.githubusercontent.com/login?return_to=%2Fchen115y%2FMLOpsLearning
7 stars https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/stargazers
1 fork https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/forks
Branches https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/branches
Tags https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tags
Activity https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fchen115y%2FMLOpsLearning
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fchen115y%2FMLOpsLearning
Code https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning
Issues 0 https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/issues
Pull requests 0 https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/pulls
Actions https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/actions
Projects 0 https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/projects
Security 0 https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/security
Insights https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/pulse
Code https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning
Issues https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/issues
Pull requests https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/pulls
Actions https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/actions
Projects https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/projects
Security https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/security
Insights https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/pulse
Brancheshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/branches
Tagshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tags
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/branches
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tags
99 Commitshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/commits/master/
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/commits/master/
ConventionalMachineLearninghttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/ConventionalMachineLearning
ConventionalMachineLearninghttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/ConventionalMachineLearning
DSLChttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/DSLC
DSLChttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/DSLC
DataWranglinghttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/DataWrangling
DataWranglinghttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/DataWrangling
DeepLearninghttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/DeepLearning
DeepLearninghttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/DeepLearning
NLPhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/NLP
NLPhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/NLP
Python_Introductionhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/Python_Introduction
Python_Introductionhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/Python_Introduction
UsefulDocshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/UsefulDocs
UsefulDocshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/UsefulDocs
Visualizationhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/Visualization
Visualizationhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/Visualization
datasetshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/datasets
datasetshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/datasets
figureshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/figures
figureshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/tree/master/figures
Data-Science-Life-Cycle.pdfhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/Data-Science-Life-Cycle.pdf
Data-Science-Life-Cycle.pdfhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/Data-Science-Life-Cycle.pdf
DataScienceInterviewQuestions.pdfhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DataScienceInterviewQuestions.pdf
DataScienceInterviewQuestions.pdfhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DataScienceInterviewQuestions.pdf
README.mdhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/README.md
The-Big-Book-of-MLOps-v6.pdfhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/The-Big-Book-of-MLOps-v6.pdf
The-Big-Book-of-MLOps-v6.pdfhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/The-Big-Book-of-MLOps-v6.pdf
READMEhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#data-science-and-mlops-learning-resources
official websitehttps://git-scm.com/downloads
simple introductionhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/Python_Introduction/git_github.pdf
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#recommended-local-environment-setup
GitHubhttps://github.com/chen115y/DataScience_Env_Setup
Google Colaboratory (colab)https://colab.research.google.com/notebooks/intro.ipynb
Pycharmhttps://www.jetbrains.com/pycharm/
Jupyter Notebook and/or Jupyter Labhttps://jupyter.org/
Visual Studio Codehttps://code.visualstudio.com/docs/python/jupyter-support
Anacondahttps://www.anaconda.com/distribution/
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#basic-knowledge
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#beginners-resource
Generative AI for Beginnershttps://microsoft.github.io/generative-ai-for-beginners/#/?id=%F0%9F%8E%92-other-courses
Microsoft ML for Beginnershttps://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst
Microsoft Data Science for Beginnershttps://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst
Microsoft AI for Beginnershttps://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst
Anthropic Prompt engineering overviewhttps://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/overview
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#sql-basics
SQL Foundationhttps://www.udemy.com/course/sql-essentials-for-beginners/
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#math-basics
Khan Academy - Mathhttps://www.khanacademy.org/math
Hypothesis Testshttps://www.datasciencecentral.com/profiles/blogs/hypothesis-tests-in-one-picture
Think Stats: Probability and Statistics for Programmershttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/Python_Introduction/thinkstats.pdf
Mathematics for Machine Learninghttps://mml-book.github.io/
Math Cheat Sheets for Data Sciencehttps://github.com/chen115y/DESAL/tree/master/CheatSheets/Math
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#python-basics
Python Introductionhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/Python_Introduction/Python_Basics.ipynb
Jupyter Notebook - Quick Starthttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/Python_Introduction/Quick_Start_Guide.ipynb
Python Cheat Sheetshttps://github.com/chen115y/DESAL/tree/master/CheatSheets/Python
Python Learning Roadmaphttps://aigents.co/learn/roadmaps/python-roadmap
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#data-science-basics
Data Science Life Cycle Introduction - Slides Deckhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/Data-Science-Life-Cycle.pdf
End-to-End Machine Learning Projecthttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DSLC/02_end_to_end_machine_learning_project.ipynb
Data Science and MLOps Life Cycle - Principles, Standards and Best Practiceshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DSLC/dslc_stardards_best_practices.ipynb
A Jupyter Notebook Template for Data Science Projecthttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DSLC/template.ipynb
AutoML and Auto-Keras: Getting Started Guidehttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DSLC/auto-keras.ipynb
Rules of Machine Learning: Best Practices for ML Engineeringhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DSLC/RulesofMachineLearning.pdf
Extra Reading - Machine Learning Opshttps://cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning
Time Series Made Easy in Python - Dartshttps://unit8co.github.io/darts/README.html#forecasting-models
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#machine-learning-basics
Categories of Machine Learning Algorithmshttps://static.coggle.it/diagram/WHeBqDIrJRk-kDDY/t/categories-of-algorithms-non-exhaustive
Association Ruleshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/ConventionalMachineLearning/sampleassociation.ipynb
Classificationhttps://github.com/ageron/handson-ml2/blob/master/03_classification.ipynb
Regressionhttps://github.com/ageron/handson-ml2/blob/master/04_training_linear_models.ipynb
Decision Treehttps://github.com/ageron/handson-ml2/blob/master/06_decision_trees.ipynb
Ensemble Learninghttps://github.com/ageron/handson-ml2/blob/master/07_ensemble_learning_and_random_forests.ipynb
Unsupervised Learninghttps://github.com/ageron/handson-ml2/blob/master/09_unsupervised_learning.ipynb
Dimensioinality Reductionhttps://github.com/ageron/handson-ml2/blob/master/08_dimensionality_reduction.ipynb
Cheat Sheetshttps://github.com/chen115y/DESAL/tree/master/CheatSheets/MachineLearning
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#deep-learning-basics
Neural Netshttps://github.com/ageron/handson-ml2/blob/master/10_neural_nets_with_keras.ipynb
Activation Functionshttps://www.analyticsvidhya.com/blog/2020/01/fundamentals-deep-learning-activation-functions-when-to-use-them/
Traning Deep Neural Networkhttps://github.com/ageron/handson-ml2/blob/master/11_training_deep_neural_networks.ipynb
Convolutional Neural Network (CNN)https://github.com/ageron/handson-ml2/blob/master/14_deep_computer_vision_with_cnns.ipynb
Recurrent Neural Network (RNN)https://github.com/ageron/handson-ml2/blob/master/15_processing_sequences_using_rnns_and_cnns.ipynb
Autoencoder and Generative Adversarial Network (GAN)https://github.com/ageron/handson-ml2/blob/master/17_autoencoders_and_gans.ipynb
Cheat Sheetshttps://github.com/chen115y/DESAL/tree/master/CheatSheets/DeepLearning
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#natural-language-processing-nlp
Word Embedding - Word2Vechttps://gist.github.com/aparrish/2f562e3737544cf29aaf1af30362f469
Advanced NLP with SpaCyhttps://course.spacy.io/en/
Natural Language Processing with RNNs and Attentionhttps://github.com/ageron/handson-ml2/blob/master/16_nlp_with_rnns_and_attention.ipynb
Transformer Introductionhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/NLP/transformers.ipynb
Transformer model for language understandinghttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/NLP/transformer.ipynb
How do Transformers Work in NLP? A Guide to the Latest State-of-the-Art Modelshttps://www.analyticsvidhya.com/blog/2019/06/understanding-transformers-nlp-state-of-the-art-models/
The Illustrated Transformerhttp://jalammar.github.io/illustrated-transformer/
A Visual Guide to Using BERT for the First Timehttp://jalammar.github.io/a-visual-guide-to-using-bert-for-the-first-time/
Applying massive language models in the real world with Coherehttps://jalammar.github.io/applying-large-language-models-cohere/
Intuition Builder: How to Wrap Your Mind Around Transformer’s Attention Mechanismhttps://towardsdatascience.com/how-to-explain-transformer-self-attention-like-i-am-five-9020bf50b764
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#generative-ai
How to Build OpenAI's GPT-2: "The AI That Was Too Dangerous to Release"https://blog.floydhub.com/gpt2/
The Illustrated GPT-2 (Visualizing Transformer Language Models)http://jalammar.github.io/illustrated-gpt2/
How GPT3 Works - Visualizations and Animationshttps://jalammar.github.io/how-gpt3-works-visualizations-animations/
The Illustrated Stable Diffusionhttps://jalammar.github.io/illustrated-stable-diffusion/
LMFlow - An extensible, convenient, and efficient toolbox for finetuning large machine learning modelshttps://github.com/OptimalScale/LMFlow
LLaMA-Adapter: Efficient Fine-tuning of LLaMAhttps://github.com/zrrskywalker/llama-adapter
List of Open Sourced Fine-Tuned Large Language Models (LLM)https://medium.com/geekculture/list-of-open-sourced-fine-tuned-large-language-models-llm-8d95a2e0dc76
Google Cloud - Generative AI learning pathhttps://www.cloudskillsboost.google/paths/118
Lil’Log - Lilian is leading a team on AI Safety at OpenAI.https://lilianweng.github.io/
OpenAI Cookbookhttps://github.com/openai/openai-cookbook
Prompt Engineering Guidehttps://github.com/dair-ai/Prompt-Engineering-Guide
Awesome Prompt Engineeringhttps://github.com/promptslab/Awesome-Prompt-Engineering
(Almost) Everything I know about LLMshttps://barryz-architecture-of-agentic-llm.notion.site/Almost-Everything-I-know-about-LLMs-d117ca25d4624199be07e9b0ab356a77
I-JEPA: The first AI model based on Yann LeCun’s vision for more human-like AIhttps://ai.facebook.com/blog/yann-lecun-ai-model-i-jepa/?utm_source=linkedin&utm_medium=organic_social&utm_campaign=blog&utm_content=link
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#retrieval-augmented-generation-rag
RAG: Retrieval-Augmented Generation - OpenAIhttps://openai.com/blog/retrieval-augmented-generation/
GitHub RAG Techniqueshttps://github.com/NirDiamant/RAG_Techniques
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#data-centric-ai
Data-centric AI - MIThttps://www.youtube.com/playlist?app=desktop&list=PLnSYPjg2dHQKdig0vVbN-ZnEU0yNJ1mo5
Interfaces for Explaining Transformer Language Modelshttps://jalammar.github.io/explaining-transformers/
Explainable AI Cheat Sheethttps://jalammar.github.io/explainable-ai/
Unveiling the Black Box model using Explainable AI(Lime, Shap) Industry use casehttps://www.analyticsvidhya.com/blog/2020/10/unveiling-the-black-box-model-using-explainable-ai-lime-shap-industry-use-case/
What Are the Data-Centric AI Concepts behind GPT Models?https://towardsdatascience.com/what-are-the-data-centric-ai-concepts-behind-gpt-models-a590071bb727
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#reinforcement-learning-with-human-feedbacks
Reinforcement Learning - An Introductionhttps://github.com/ageron/handson-ml2/blob/master/18_reinforcement_learning.ipynb
llustrating Reinforcement Learning from Human Feedback (RLHF)https://huggingface.co/blog/rlhf
StackLLaMA: A hands-on guide to train LLaMA with RLHFhttps://huggingface.co/blog/stackllama
ColossalChat: An Open-Source Solution for Cloning ChatGPT With a Complete RLHF Pipelinehttps://medium.com/@yangyou_berkeley/colossalchat-an-open-source-solution-for-cloning-chatgpt-with-a-complete-rlhf-pipeline-5edf08fb538b
Mastering RLHF with AWS: A Hands-on Workshop on Reinforcement Learning from Human Feedbackhttps://www.youtube.com/watch?v=-0pvrCLd2Ak
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#data-feature-engineering-tools
Numpyhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DataWrangling/Numpy.ipynb
Pandashttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DataWrangling/Pandas.ipynb
Polarshttps://github.com/pola-rs/polars
PySparkhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DataWrangling/PySpark.ipynb
Data Profiling Toolshttps://towardsdatascience.com/awesome-data-science-tools-to-master-in-2023-data-profiling-edition-29d29310f779
Cheat Sheetshttps://github.com/chen115y/DESAL/tree/master/CheatSheets/Python
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#data-visualization-tools
Matplotlibhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/Visualization/Matplotlib.ipynb
Seabornhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/Visualization/Seaborn.ipynb
Plotlyhttps://github.com/plotly/plotly.py
Cheat Sheetshttps://github.com/chen115y/DESAL/tree/master/CheatSheets/Visualization
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#mlops-platforms---open-source
condahttps://github.com/conda/conda
https://camo.githubusercontent.com/267c3d13ea1876a4ad40c7b3b0a020fd7a778e84c9d7b85c69f72e8b7f39edc8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636f6e64612f636f6e64612e7376673f7374796c653d736f6369616c
kuberneteshttps://kubernetes.io/
kubeflowhttps://www.kubeflow.org/
MLFlowhttps://mlflow.org/
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#mlops-platforms---cloud-vendors
Databricks - MLOpshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/The-Big-Book-of-MLOps-v6.pdf
AWS SageMakerhttps://aws.amazon.com/sagemaker/
GCP Vertex AIhttps://cloud.google.com/vertex-ai
Azure Machine Learninghttps://azure.microsoft.com/en-us/products/machine-learning/
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#recommended-youtube-videos
Illustrated Guide to Transformers Neural Network: A step by step explanationhttps://www.youtube.com/watch?v=4Bdc55j80l8
Amazon Machine Learning Universityhttps://www.youtube.com/channel/UC12LqyqTQYbXatYS9AA7Nuw
Tensorflow - ML Zero to Herohttps://www.youtube.com/watch?v=KNAWp2S3w94&list=RDCMUC0rqucBdTuFTjJiefW5t-IQ&start_radio=1&t=5
Deep Learning with PyTorch - Full Coursehttps://www.youtube.com/watch?v=GIsg-ZUy0MY
Gradient Descent - Youtubehttps://www.youtube.com/watch?v=IHZwWFHWa-w
Backpropagation Calculus - Youtubehttps://www.youtube.com/watch?v=tIeHLnjs5U8
Illustrated Guide to Recurrent Neural Networks: Understanding the Intuitionhttps://www.youtube.com/watch?v=LHXXI4-IEns
Illustrated Guide to LSTM's and GRU's: A step by step explanationhttps://www.youtube.com/watch?v=8HyCNIVRbSU
Transformer Neural Networks - EXPLAINED! (Attention is all you need)https://www.youtube.com/watch?v=TQQlZhbC5ps
Illustrated Guide to Transformers Neural Network: A step by step explanationhttps://www.youtube.com/watch?v=4Bdc55j80l8
LSTM is dead. Long Live Transformers!https://www.youtube.com/watch?v=S27pHKBEp30
BERT Neural Network - EXPLAINED!https://www.youtube.com/watch?v=xI0HHN5XKDo
GPT-3: Language Models are Few-Shot Learners (Paper Explained)https://www.youtube.com/watch?v=SY5PvZrJhLE
https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#related-free-on-line-resources
OpenAI Gymhttps://github.com/dennybritz/reinforcement-learning
AWS SageMaker Exampleshttps://github.com/aws/amazon-sagemaker-examples/tree/main/reinforcement_learning
Scaling Laws for Neural Language Modelshttps://arxiv.org/pdf/2001.08361
Google Python Classhttps://developers.google.com/edu/python
Online Python Tutorialshttps://pythonspot.com/
Interactive Python Classhttps://cscircles.cemc.uwaterloo.ca/
Algorithms and Data Structures using Pythonhttps://runestone.academy/runestone/books/published/pythonds/index.html
websitehttps://jakevdp.github.io/PythonDataScienceHandbook/
Githubhttps://github.com/jakevdp/PythonDataScienceHandbook
1st Editionhttp://index-of.es/Varios-2/Hands%20on%20Machine%20Learning%20with%20Scikit%20Learn%20and%20Tensorflow.pdf
Githubhttps://github.com/ageron/handson-ml2
Githubhttps://github.com/aws/amazon-sagemaker-examples
Tensorflowhttps://www.tensorflow.org/
PyTorchhttps://pytorch.org/
MXNethttps://mxnet.apache.org/
An Introduction to Math Behind Neural Networkhttps://hackernoon.com/a-6ur13zzx
Machine Learning & Deep Learning Fundamentals - Youtubehttps://www.youtube.com/playlist?list=PLZbbT5o_s2xq7LwI2y8_QtvuXZedL6tQU
Spark Data Processing Coursehttps://github.com/luisbelloch/data_processing_course
Cornell University CS4780/CS5780 Course: Machine Learning for Intelligent Systemshttp://www.cs.cornell.edu/courses/cs4780/2018fa/lectures/index.html
"Fake" Data Scientistshttps://towardsdatascience.com/from-sklearn-import-478c711dafa1
You can master Computer Vision, Deep Learning, and OpenCV - Adrian Rosebrock, PhDhttps://www.pyimagesearch.com/
Data Scientist Interview Questionshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/blob/master/DataScienceInterviewQuestions.pdf
Stanford CS324 - understanding and developing large language modelshttps://stanford-cs324.github.io/winter2022/lectures/introduction/
Computer Science Courses with Video Lectureshttps://github.com/Developer-Y/cs-video-courses
Readme https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning#readme-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning
Activityhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/activity
7 starshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/stargazers
1 watchinghttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/watchers
1 forkhttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fchen115y%2FMLOpsLearning&report=chen115y+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/releases
Packages 0https://patch-diff.githubusercontent.com/users/chen115y/packages?repo_name=MLOpsLearning
Jupyter Notebook 54.5% https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/search?l=jupyter-notebook
HTML 45.5% https://patch-diff.githubusercontent.com/chen115y/MLOpsLearning/search?l=html
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.