🤖 Artificial Intelligence & Machine Learning 🧠

"A.I. might not replace you, but a person who uses A.I. could."

A curated list of awesome AI & ML 📙 tutorials, 📃 articles, 📺 videos and jupyter notebooks.

AI in Real-world

• Real-world usage of AI/ML

Generative AI

• Overview & Concepts

LLMs

• Prompt Engineering Guide
• LLMs Architecture
• LLMs Benchmarking & Evaluation
• Fine-tune LLMs
• Autonomus AI Agents
  • AI Agent Architecture
  • LangChain
  • Vector Databases

Diffusion Models - Text-to-Image/Videos, Image-to-Image/Videos

• Latent Diffusion Models
• Mulitmodality

Machine Learning

• Concepts
• Traditional ML Models
  • Linear regression
  • Logistic regression
  • k-nearest neighbors
  • Support vector machines
  • Naïve bayes
  • k-means
  • Random Forest
• NLP
  • Lexical/Keyword Search
  • Semantic/Vector Search

Neural Networks

• Concepts
• Convolutional Neural Networks

Basics - Algebra & Statistics

• Algebra
• Statistics & Probability

AI/ML - Interview Notes

• ML Concepts
• ML Models
• Neural Netowrks
  • CNN
• ML System Design
• MLOps
• Huggingface
• Latent Diffusion
• Finetune LLMs