Awesome List of Data Science Resources

• Data Engineering

  • Playlist of Awesome Data Engineering Videos

• Machine Learning

• API Flask

  • https://github.com/exleym/Flask-Filter Filtering library directly on top of flask Similar libs:
    • https://github.com/juliotrigo/sqlalchemy-filters
    • https://github.com/gorilla-co/odata-query
  • https://github.com/rochacbruno/dynaconf/ Configuration management for Flask in Production environments

• DevOps Nginx

  • https://github.com/digitalocean/nginxconfig.io NGINX config generator on steroids.

• Documentation

  • docusaurus https://docusaurus.io/

• APIs

  • Hasura - Hasura gives you instant GraphQL & REST APIs on new & existing data sources.

• Security

  • honeybadger security: One of the best and clean company security policy document

Personal Favourite Reading Material

• The 5 Levels of Readable Code (coding)
• How does non blocking io work under the hood
• A side-by-side comparison of Apache Spark and Apache Flink for common streaming use cases
• paxos vs quorum consistency
• consistent hashing
• on being a senior engineer
• python-anti-patterns

Paper Shelf

• Databricks Lakeguard: Supporting Fine-grained Access Control and Multi-user Capabilities for Apache Spark Workloads
• Unity Catalog: Open and Universal Governance for the Lakehouse and Beyond
• The Five-Minute Rule for the Cloud: Caching in Analytics Systems