Artificial Intellgence, Machine Learning

Useful links related from AI, ML space

Collections

• Collection of resources related to Applied ML
• List of for MLOps

Free courses

• Fast AI by Jeremy Howard
• AI Canon - List of resources around GPT
• Free Deep learning course

Articles

• How a Machine Learns
• Machine learning is still too hard - Year 2022
• Neural Networks from Scratch
• History of AI
• Machine Learning Algorithms: What is a Neural Network?
• What is Benford’s Law and why is it important for data science?
• Benford’s Law and Financial Statements
• Data Scientists Should Be More End-to-End
• Team Data science process (Microsoft)
• Traits of Good Data Scientist
• The First Rule of Machine Learning: Start without Machine Learning
• Deep learning is hitting wall
• Real world Recommendation System

Videos

• Neural Networks Demystified
• Deep Learning: A Crash course

Vector Embeddings, Vector Databases

• Storing OpenAI embeddings in Postgres with pgvector

ChatGPT, LLMs

• Emerging Architecture for LLM Applications
• LocalGPT - Chat with your documents on your local device using GPT models
• Run LLMs from command line

AI based Translation

• Lokalize - AI based translation of file
• Vibery - Semantic Search using embeddings and KNN