venkataravuri/ai-ml-notes

A collection of AI/ML articles, guides and projects.

🤖 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 & LLMs

• Gen AI Overview & Concepts
  • Transformers Architecture & Fine-tuning LLMs
  • LLMs Benchmarking & Evaluation
• Prompt Engineering Guide
• LLM-powered Autonomus AI Agents

Multimodality (Text + Image + Audio)

• Mulitmodality

Basics - Algebra & Statistics

• Algebra
• Statistics & Probability

Machine Learning

• ML Concepts
• NLP
  • Lexical/Keyword Search & Semantic/Vector Search
  • Vector DBs
    • Vector Search Indexes

Neural Networks

• NN Concepts
• Convolutional Neural Networks
• GAN
• Diffusion

Traditional ML Models

• Linear regression
• Logistic regression
• k-nearest neighbors
• Support vector machines
• Naïve bayes
• k-means
• Random Forest

AI/ML - Interview Notes

• ML Concepts
• ML Models
• Neural Netowrks
• ML System Design
• MLOps