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Title: GitHub - computescience/tech-talks: This repository contains the notebooks and presentations we use for our Databricks Tech Talks

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Description: This repository contains the notebooks and presentations we use for our Databricks Tech Talks - GitHub - computescience/tech-talks: This repository contains the notebooks and presentations we use for our Databricks Tech Talks

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2020-02-27 | Getting Data Ready for Data Science with Delta Lake and MLflowhttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-02-27%20%7C%20Getting%20Data%20Ready%20for%20Data%20Science%20with%20Delta%20Lake%20and%20MLflow
2020-02-27 | Getting Data Ready for Data Science with Delta Lake and MLflowhttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-02-27%20%7C%20Getting%20Data%20Ready%20for%20Data%20Science%20with%20Delta%20Lake%20and%20MLflow
2020-03-05 | Beyond Lambda - Introducing Delta Architecturehttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-03-05%20%7C%20Beyond%20Lambda%20-%20Introducing%20Delta%20Architecture
2020-03-05 | Beyond Lambda - Introducing Delta Architecturehttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-03-05%20%7C%20Beyond%20Lambda%20-%20Introducing%20Delta%20Architecture
2020-03-12 | Simplify and Scale Data Engineering Pipelines with Delta Lakehttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-03-12%20%7C%20Simplify%20and%20Scale%20Data%20Engineering%20Pipelines%20with%20Delta%20Lake
2020-03-12 | Simplify and Scale Data Engineering Pipelines with Delta Lakehttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-03-12%20%7C%20Simplify%20and%20Scale%20Data%20Engineering%20Pipelines%20with%20Delta%20Lake
2020-03-19 | Analyzing COVID-19 - Can the Data Community Helphttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-03-19%20%7C%20Analyzing%20COVID-19%20-%20Can%20the%20Data%20Community%20Help
2020-03-19 | Analyzing COVID-19 - Can the Data Community Helphttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-03-19%20%7C%20Analyzing%20COVID-19%20-%20Can%20the%20Data%20Community%20Help
2020-03-26 | Diving into Delta Lake - Unpacking the Transaction Loghttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-03-26%20%7C%20Diving%20into%20Delta%20Lake%20-%20Unpacking%20the%20Transaction%20Log
2020-03-26 | Diving into Delta Lake - Unpacking the Transaction Loghttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-03-26%20%7C%20Diving%20into%20Delta%20Lake%20-%20Unpacking%20the%20Transaction%20Log
2020-04-02 | Diving into Delta Lake - Schema Enforcement and Evolutionhttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-02%20%7C%20Diving%20into%20Delta%20Lake%20-%20Schema%20Enforcement%20and%20Evolution
2020-04-02 | Diving into Delta Lake - Schema Enforcement and Evolutionhttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-02%20%7C%20Diving%20into%20Delta%20Lake%20-%20Schema%20Enforcement%20and%20Evolution
2020-04-08 | Introduction to Pythonhttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-08%20%7C%20Introduction%20to%20Python
2020-04-08 | Introduction to Pythonhttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-08%20%7C%20Introduction%20to%20Python
2020-04-15 | Data Analysis with Pandas https://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-15%20%7C%20Data%20Analysis%20with%20Pandas%20
2020-04-15 | Data Analysis with Pandas https://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-15%20%7C%20Data%20Analysis%20with%20Pandas%20
2020-04-16 | Diving into Delta Lake - DML Internalshttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-16%20%7C%20Diving%20into%20Delta%20Lake%20-%20DML%20Internals
2020-04-16 | Diving into Delta Lake - DML Internalshttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-16%20%7C%20Diving%20into%20Delta%20Lake%20-%20DML%20Internals
2020-04-22 | Machine Learning with scikit-learnhttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-22%20%7C%20Machine%20Learning%20with%20scikit-learn
2020-04-22 | Machine Learning with scikit-learnhttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-22%20%7C%20Machine%20Learning%20with%20scikit-learn
2020-04-23 | Multi-hop Delta Lake Streaminghttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-23%20%7C%20Multi-hop%20Delta%20Lake%20Streaming
2020-04-23 | Multi-hop Delta Lake Streaminghttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-23%20%7C%20Multi-hop%20Delta%20Lake%20Streaming
2020-04-29 | Intro to Apache Sparkhttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-29%20%7C%20Intro%20to%20Apache%20Spark
2020-04-29 | Intro to Apache Sparkhttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-29%20%7C%20Intro%20to%20Apache%20Spark
2020-04-30 | Capturing Change Data from Deltahttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-30%20%7C%20Capturing%20Change%20Data%20from%20Delta
2020-04-30 | Capturing Change Data from Deltahttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-04-30%20%7C%20Capturing%20Change%20Data%20from%20Delta
2020-05-14 | Best Practices on How to Process and Analyze Audit Logs with Delta Lake and Structured Streaminghttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-05-14%20%7C%20Best%20Practices%20on%20How%20to%20Process%20and%20Analyze%20Audit%20Logs%20with%20Delta%20Lake%20and%20Structured%20Streaming
2020-05-14 | Best Practices on How to Process and Analyze Audit Logs with Delta Lake and Structured Streaminghttps://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-05-14%20%7C%20Best%20Practices%20on%20How%20to%20Process%20and%20Analyze%20Audit%20Logs%20with%20Delta%20Lake%20and%20Structured%20Streaming
2020-05-28 | Slowly Changing Dimensions (SCD) Type 2https://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-05-28%20%7C%20Slowly%20Changing%20Dimensions%20(SCD)%20Type%202
2020-05-28 | Slowly Changing Dimensions (SCD) Type 2https://patch-diff.githubusercontent.com/computescience/tech-talks/tree/master/2020-05-28%20%7C%20Slowly%20Changing%20Dimensions%20(SCD)%20Type%202
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Workshop | Introduction to Data Analysis for Aspiring Data Scientists: Introduction to Apache Sparkhttps://www.meetup.com/data-ai-online/events/270166620/
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-04-29---workshop--introduction-to-data-analysis-for-aspiring-data-scientists-introduction-to-apache-spark
Johns Hopkins Center for Systems Science and Engineering (CSSE) Novel Coronavirus (COVID-19)https://github.com/CSSEGISandData/COVID-19
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Using Delta as a Change Data Capture Sourcehttps://www.meetup.com/data-ai-online/events/270202602/
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Notebook | Johns Hopkins CSSE COVID-19 Analysishttps://patch-diff.githubusercontent.com/computescience/tech-talks/blob/master/samples/JHU%20COVID-19%20Analysis.html
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Notebook | NY Times COVID-19 Analysishttps://patch-diff.githubusercontent.com/computescience/tech-talks/blob/master/samples/NYT%20COVID-19%20Analysis.html
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Predictive Maintenance (PdM) on IoT Data for Early Fault Detection w/ Delta Lakehttps://www.meetup.com/data-ai-online/events/270166033/
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Workshop | Introduction to Data Analysis for Aspiring Data Scientists: Machine Learning with scikit-learnhttps://www.meetup.com/data-ai-online/events/269838467/
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-04-22---workshop--introduction-to-data-analysis-for-aspiring-data-scientists-machine-learning-with-scikit-learn
Johns Hopkins Center for Systems Science and Engineering (CSSE) Novel Coronavirus (COVID-19)https://github.com/CSSEGISandData/COVID-19
https://camo.githubusercontent.com/780388f29eac33103fa9264a17a1535be484780eaabbb4aa2611e8d6b6bcf9f3/68747470733a2f2f70616765732e64617461627269636b732e636f6d2f72732f3039342d594d532d3632392f696d616765732f64656c74612d6c616b652d74696e792d6c6f676f2e706e67
Diving into Delta Lake: DML Internalshttps://www.youtube.com/watch?v=7ewmcdrylsA
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-04-16---diving-into-delta-lake-dml-internals
https://patch-diff.githubusercontent.com/computescience/tech-talks/blob/master/images/Machine_learning_Black-01.png
Workshop | Introduction to Data Analysis for Aspiring Data Scientists: Data Analysis with Pandashttps://www.youtube.com/watch?v=riSgfbq3jpY
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-04-15---workshop--introduction-to-data-analysis-for-aspiring-data-scientists-data-analysis-with-pandas
Johns Hopkins Center for Systems Science and Engineering (CSSE) Novel Coronavirus (COVID-19)https://github.com/CSSEGISandData/COVID-19
https://patch-diff.githubusercontent.com/computescience/tech-talks/blob/master/images/Machine_learning_Black-01.png
Workshop | Introduction to Data Analysis for Aspiring Data Scientists: Introduction to Python on Databrickshttps://www.youtube.com/watch?v=HBVQAlv8MRQ
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-04-08---workshop--introduction-to-data-analysis-for-aspiring-data-scientists-introduction-to-python-on-databricks
https://camo.githubusercontent.com/780388f29eac33103fa9264a17a1535be484780eaabbb4aa2611e8d6b6bcf9f3/68747470733a2f2f70616765732e64617461627269636b732e636f6d2f72732f3039342d594d532d3632392f696d616765732f64656c74612d6c616b652d74696e792d6c6f676f2e706e67
Diving into Delta Lake: Enforcing and Evolving Schemahttps://www.youtube.com/watch?v=tjb10n5wVs8
https://patch-diff.githubusercontent.com/computescience/tech-talks#2020-04-02---diving-into-delta-lake-enforcing-and-evolving-schema
https://camo.githubusercontent.com/780388f29eac33103fa9264a17a1535be484780eaabbb4aa2611e8d6b6bcf9f3/68747470733a2f2f70616765732e64617461627269636b732e636f6d2f72732f3039342d594d532d3632392f696d616765732f64656c74612d6c616b652d74696e792d6c6f676f2e706e67
Diving into Delta Lake: Unpacking the Transaction Loghttps://www.youtube.com/watch?v=F91G4RoA8is
https://patch-diff.githubusercontent.com/computescience/tech-talks#2020-03-26---diving-into-delta-lake-unpacking-the-transaction-log
https://camo.githubusercontent.com/e28ce41dc3f44beb6778a93e9e5987eb7eeef27a662d436fbea9e500cc5f6db6/68747470733a2f2f75706c6f61642e77696b696d656469612e6f72672f77696b6970656469612f636f6d6d6f6e732f7468756d622f372f37652f4865616c74685f2d5f5468655f4e6f756e5f50726f6a6563742e7376672f32343070782d4865616c74685f2d5f5468655f4e6f756e5f50726f6a6563742e7376672e706e67
Analyzing COVID-19: Can the Data Community Help?https://www.youtube.com/watch?v=A0uBdY4Crlg
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-03-19---analyzing-covid-19-can-the-data-community-help
COVID-19 Open Research Dataset Challenge (CORD-19)https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge
COVID-19 Projectionshttps://covid19.healthdata.org/
https://camo.githubusercontent.com/39f5cd9b84eb2d0d832ebc0093a6b8c20e115dd618869aca75588e72efe7c1a2/68747470733a2f2f75706c6f61642e77696b696d656469612e6f72672f77696b6970656469612f636f6d6d6f6e732f7468756d622f372f37642f466f6e745f417765736f6d655f355f736f6c69645f706f64636173742e7376672f333270782d466f6e745f417765736f6d655f355f736f6c69645f706f64636173742e7376672e706e67
Machine Learning Lessons Learned from the Field: Interview with Brooke Wenighttps://www.meetup.com/data-ai-online/events/268966416/
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-03-19---machine-learning-lessons-learned-from-the-field-interview-with-brooke-wenig
https://camo.githubusercontent.com/780388f29eac33103fa9264a17a1535be484780eaabbb4aa2611e8d6b6bcf9f3/68747470733a2f2f70616765732e64617461627269636b732e636f6d2f72732f3039342d594d532d3632392f696d616765732f64656c74612d6c616b652d74696e792d6c6f676f2e706e67
Simplify and Scale Data Engineering Pipelines with Delta Lakehttps://www.youtube.com/watch?v=qtCxNSmTejk
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-03-12---simplify-and-scale-data-engineering-pipelines-with-delta-lake
https://camo.githubusercontent.com/780388f29eac33103fa9264a17a1535be484780eaabbb4aa2611e8d6b6bcf9f3/68747470733a2f2f70616765732e64617461627269636b732e636f6d2f72732f3039342d594d532d3632392f696d616765732f64656c74612d6c616b652d74696e792d6c6f676f2e706e67
Beyond Lambda: Introducing Delta Architecturehttps://www.youtube.com/watch?v=FePv0lro0z8
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-03-05---beyond-lambda-introducing-delta-architecture
https://camo.githubusercontent.com/780388f29eac33103fa9264a17a1535be484780eaabbb4aa2611e8d6b6bcf9f3/68747470733a2f2f70616765732e64617461627269636b732e636f6d2f72732f3039342d594d532d3632392f696d616765732f64656c74612d6c616b652d74696e792d6c6f676f2e706e67
Getting Data Ready for Data Science with Delta Lake and MLflowhttps://www.youtube.com/watch?v=hQaENo78za0
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-02-27---getting-data-ready-for-data-science-with-delta-lake-and-mlflow
https://camo.githubusercontent.com/39f5cd9b84eb2d0d832ebc0093a6b8c20e115dd618869aca75588e72efe7c1a2/68747470733a2f2f75706c6f61642e77696b696d656469612e6f72672f77696b6970656469612f636f6d6d6f6e732f7468756d622f372f37642f466f6e745f417765736f6d655f355f736f6c69645f706f64636173742e7376672f333270782d466f6e745f417765736f6d655f355f736f6c69645f706f64636173742e7376672e706e67
The Genesis of Delta Lake - An Interview with Burak Yavuzhttps://www.youtube.com/watch?v=F-5t3QCI96g
https://patch-diff.githubusercontent.com/computescience/tech-talks#-2020-02-19---the-genesis-of-delta-lake---an-interview-with-burak-yavuz
https://patch-diff.githubusercontent.com/computescience/tech-talks#covid-19-samples
https://patch-diff.githubusercontent.com/computescience/tech-talks#datasets
COVID-19 Open Research Dataset Challenge (CORD-19)https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge
2019 Novel Coronavirus COVID-19 (2019-nCoV) Data Repository by Johns Hopkins CSSEhttps://github.com/CSSEGISandData/COVID-19
Definitive Healthcare: USA Hospital Bedshttps://coronavirus-resources.esri.com/datasets/definitivehc::definitive-healthcare-usa-hospital-beds?geometry=92.988%2C-16.820%2C-117.950%2C72.123
IHME (UW) COVID-19 Projectionshttps://covid19.healthdata.org/projections
Confirmedhttps://usafactsstatic.blob.core.windows.net/public/data/covid-19/covid_confirmed_usafacts.csv
Deathshttps://usafactsstatic.blob.core.windows.net/public/data/covid-19/covid_deaths_usafacts.csv
Data Science for COVID-19 (DS4C) (South Korea)https://www.kaggle.com/kimjihoo/coronavirusdataset
NY Times COVID-19 Datasetshttps://github.com/nytimes/covid-19-data
https://patch-diff.githubusercontent.com/computescience/tech-talks#notebooks
Load JSON Datasetshttps://github.com/databricks/tech-talks/blob/master/2020-03-19%20%7C%20Analyzing%20COVID-19%20-%20Can%20the%20Data%20Community%20Help/1.%20Load%20JSON%20Datasets.html
COVID-19 Open Research Dataset Challenge (CORD-19)https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge
Analyzing CORD-19 Datasetshttps://github.com/databricks/tech-talks/blob/master/2020-03-19%20%7C%20Analyzing%20COVID-19%20-%20Can%20the%20Data%20Community%20Help/2.%20Analyze%20CORD-19%20Datasets.html
COVID-19 Open Research Dataset Challenge (CORD-19)https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge
NLP - Exploring CV19 Literaturehttps://github.com/databricks/tech-talks/blob/master/2020-03-19%20%7C%20Analyzing%20COVID-19%20-%20Can%20the%20Data%20Community%20Help/NLP%20-%20Exploring%20CV19%20Literature%20using%20Parquet.html
COVID-19 Open Research Dataset Challenge (CORD-19)https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge
South Korea COVID-19 Analysishttps://github.com/databricks/tech-talks/blob/master/2020-03-19%20%7C%20Analyzing%20COVID-19%20-%20Can%20the%20Data%20Community%20Help/SouthKorea-Covid19_Analysis.html
Data Science for COVID-19 (DS4C) (South Korea)https://www.kaggle.com/kimjihoo/coronavirusdataset
Johns Hopkins COVID-19 Analysishttps://github.com/databricks/tech-talks/blob/master/samples/JHU%20COVID-19%20Analysis.html
2019 Novel Coronavirus COVID-19 (2019-nCoV) Data Repository by Johns Hopkins CSSEhttps://github.com/CSSEGISandData/COVID-19
NY Times COVID-19 Analysishttps://github.com/databricks/tech-talks/blob/master/samples/NYT%20COVID-19%20Analysis.html
NY Times COVID-19 Datasetshttps://github.com/nytimes/covid-19-data
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