Dev & ML Links
This is a placeholder for useful Links I have come accross.
Development
- ADS Algorithms for Competitive Programming
- ADS Algorithms
- ADS Functional Data Structures
- ADS https://blog.evjang.com/2018/08/dijkstras.html
- ADS Top Algorithms/Data Structures/Concepts every computer science student should know
- ADS 15 fundamental system design concepts
- Bash Bash History Shortcuts You Will Actually Use
- Bash Productive Shell Commands and Command-Line Tricks
- Bash The Art of Command Line
- Educ A Self-Learning, Modern Computer Science Curriculum
- Educ Elements of Programming
- Educ Introduction to Theoretical Computer Science
- Func From design patterns to category theory
- Func Functional Python
- Func Of Algebirds, Monoids, Monads, and other Bestiary for Large-Scale Data Analytics
- Func SICP Distilled An idiosyncratic tour of SICP in Clojure
- Func The Science of Functional Programming
- Funct Anatomy of functional programming
- Funct The algebra (and calculus!) of algebraic data types
- IDE VS Code can do that?!
- UI Communicating with Interactive Articles
- UI CSS Learn CSS
- UI CSS The Rules of Margin Collapse
- UI CSS UnusedCSS - Remove Unused CSS
- UI CSS Visual design rules you can safely follow every time
- VCS Learn Git Branching
Machine Learning
- fast.ai—Making neural nets uncool again
- Dive into Deep Learning
- Hugging Face – The AI community building the future
- Top 10 Javascript Libraries for Machine Learning and Data Science
- Foundations of Machine Learning
- Product Quantization: Compressing high-dimensional vectors by 97%
- An Overview of Logic in AI and Machine Learning
- Causal Inference: What If (the book)
- OpenNMT-py: Open-Source Neural Machine Translation
- Modern SAT solvers: fast, neat and underused
- The Machine Learning cheatsheet
- BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
- Understanding Deep Learning Book
- Model Based Machine Learning Book
- Deep Learning Interviews Book
- Mutlimodal Deep Learning Book
- Composing retrieval and language models for knowledge-intensive NLP NLP
- Papers with Code
- flair - framework for state-of-the-art NLP
- Key Papers in Deep RL
- Unifying Logical and Statistical AI
- Best of Machine Learning
- Visual Information Theory
- AllenNLP
- An Introduction To Data Science On The Linux Command Line
- The Transformer Family Version 2.0
Large Language Models
- Overcoming the Limitations of Large Language Models
- Prompt-driven search with LLMs
- txtai executes machine-learning workflows to transform data and build AI-powered semantic search applications
- Multimodal Chain-of-Thought Reasoning in Language Models
- List of Large Language Models to play with
- GPT for second brains - using GPT embeddings
- Storing OpenAI embeddings in Postgres with pgvector
- Awesome Prompt Engineering
- Prompt Engineering Guide
- Understanding and Coding the Self-Attention Mechanism of Large Language Models From Scratch
- Understanding Large Language Models – A Transformative Reading List