Learning Materials - DL - ML - DE - MLOps - NLP

Ready to Learn collated examples

• machine-learning-zoomcamp
• zoomcamp-analytics
• data-engineering-zoomcamp
• mlops-zoomcamp
• MLOps project with Loan Data
• Large Language Models Course
• Google-Machine-Learning-for-Solutions-Architects
• A collection of design patterns/idioms in Python
• How to add tests to your data pipelines
• Data Pipeline Design Patterns - #1. Data flow patterns
• Data Pipeline Design Patterns - #2. Coding patterns in Python
• energy-forecasting
• How to build and automate a python ETL pipeline with airflow on AWS EC2 

Good Data related papers - Link

Neatly organized here: Link

Good Data Engineering Papers

• BtrBlocks: Efficient Columnar Compression for Data Lakes
• The Story of AWS Glue
• Building a serverless Data Lakehouse from spare parts⋆
• The Snowflake Elastic Data Warehouse

Updated list of engineering papers worth reading.

1. Google File System - https://lnkd.in/d2-wnyqZ

2. Map Reduce Big Data Algorithm - https://lnkd.in/dvE8-s8M

3. BigTable NoSQL Document Store - https://lnkd.in/drmvvSAK

4. Colossus Next Gen File Store - https://lnkd.in/dERKhwMf

5. Megastore Large Object Store - https://lnkd.in/d5JDs2-K

6. Monarch Time Series DB - https://lnkd.in/d3kH_NCp

7. Chubby Distributed Lock Management - https://lnkd.in/dYy-w5rW

8. Spanner Distributed Database - https://lnkd.in/d6Emnycp

9. Spanner - CAP theorem considerations - https://lnkd.in/dq29BAWQ

10. Dapper Tracing System - https://lnkd.in/dm36-6jn

11. Borg Cluster Management - https://lnkd.in/dnveV-HU

12. Zanzibar Authentication System - https://lnkd.in/d5Vf7sRD

13. Pregel Graph Processing - https://lnkd.in/daq4576Y

14. Napa - Data Warehousing - https://lnkd.in/dbEfsa5B

15. Napa - Partitioning Algorithm - https://lnkd.in/dkhA7efJ

16. TensorFlow - Machine Learning at Scale - https://lnkd.in/d-4NfV2Z

17. Google F1 - Fast Analytics - https://lnkd.in/dbZqEKuf

18. HALP - YouTube Content Delivery Network - https://lnkd.in/dHzJtUc7

19. Mesa - Data Warehousing - https://lnkd.in/dFJ_Jrz6

20. Google Firestore - https://lnkd.in/drtEN9qR

21. Amazon Aurora DB Architecture - https://lnkd.in/dcevpwFt

22. Dynamo DB NoSQL Database - https://lnkd.in/dMD8C_WK

23. Apple Foundation DB - NewSQL database - https://lnkd.in/dG75i_9K

24. TikTok Monolith - Embedding in real-time - https://lnkd.in/dcjBXCnc

25. Scalability at what COST - https://lnkd.in/dJ9ScYKq

26. Gorilla - Time Series DB - https://lnkd.in/d3AeN2kB

27. Cassandra - NoSQL DB - https://lnkd.in/d-_nhtED

28. FlexiRaft - Distributed Consensus Tradeoffs - https://lnkd.in/dX3nMvmt

29. Memcache - In-memory Cache at Facebook - https://lnkd.in/dKeYK67g

30. Millisampler Network Sampling - https://lnkd.in/dsj9FuD6

31. TAO Graph Database - https://lnkd.in/daasJpYf

32. MineSweeper - Root Cause Analysis - https://lnkd.in/dEsd6iwj

33. Facebook Prophet - Forecasting at Scale - https://lnkd.in/daCmAjak

34. Facebook ShardManager - https://lnkd.in/dDy9Dp2h

35. Hive - Map Reduce Jobs - https://lnkd.in/dpV8BM2R

36. Apache Thrift - Definition Language - https://lnkd.in/d7NzhP54

37. Meta Twine - Cluster Management System - https://lnkd.in/d5t7VFKE

38. Meta ServiceRouter - Service mesh - https://lnkd.in/dVnkv_bV

39. Apache Hadoop - Distributed File System - https://lnkd.in/dHsQu9FN

40. Apache Kafka - Event Bus - https://lnkd.in/dyxuKbMb

41. Apache Flink - https://lnkd.in/dn_gMvaR

NLP

NLP-Python

Advanced_NLP_Spacy

Vision Notes

The U-Net (actually) explained in 10 minutes

U-Net Implementation With PyTorch

Efficient Python Tricks and Tools for Data Scientists

mathdatasimplified

It takes time to read - learn - experiment - build expertise. Learning Never Ends !!!!

Keep Exploring!!!