Everything under the sun that is vaguely related to Machine Learning

Hey I have been reading a lot, so why not document everything.
I might use this as my knowledge base, or maybe just stick to hackmd
OR even better, I’ll replicate all notes / paper summaries from hackmd and medium, to push them here !

• Everything under the sun that is vaguely related to Machine Learning
  • Paper Summaries
  • ML in Production
  • A bit advanced topics
  • Basics of Machine Learning

Paper Summaries

To be added, as I compile notes from HackMD and Medium to this repo

• All paper summaries, index page
• Energy disaggregation
• Identify Brick Kilns through satellite imagery
• Geogrpahical Erasure in Language Model Generation
• Print media bias on air pollution
• Long Tailed Visual Recognition

ML in Production

Breaking down jargon filled tech blogs into simple and short notes

• All tech blog notes, index page
• Data Science Applications for Search
• Summary of 3 Netflix Tech Blogs

龴ↀ◡ↀ龴
cat as a line break

A bit advanced topics

To be added, as I compile notes from HackMD and Medium to this repo

• All Advanced topic notes, index page
• Positional Encoding in Transformer Blocks
• Difficulty with Training RNNs
• Vision Transformers
• Long Tailed Visual Recognition, talks about Long Tail Distribution, Contrastive Pairs, von Misher Fisher distribution (gaussian on a curve).
  I know I know, this sounds more like a paper summary, yes it is.
  This is also referred in the paper summary directory
• Weight Initialization in Neural Networks
• What even are RAGs, Saw Sony Research asking for RAGs for undergrad research positions, hence this.

Basics of Machine Learning

To be used as a refresher, interview prep, or just to gloss around

• All basic notes, index page
• IDL by Alexander Amini Notes
• BSoC Summary Sheet, in drive, whish was a fun toned down ML Primer for sophomores
• Linear Least Squares Method
• Stock Price Regressor at IITK