CllsPy/Ultra-Learning-Ai

Welcome to the AI Learning Repository, your comprehensive resource hub for mastering Artificial Intelligence (AI) concepts, algorithms, and applications. Whether you're a novice eager to dive into the world of AI or an experienced practitioner looking to expand your knowledge.

🤖 Ultra-Learning Artificial Intelligence

MATH

• Books
  • Why Machines Learn: The Elegant Math Behind Modern AI
  • Calculus Made Easy

STATS

CODING

EDA

ML

• Books
  • Machine Learning with PyTorch and Scikit-Learn
• MOOC
  • Learning From Data
  • ML Google For Devs

DL

• Books

  • Ian Goodfellow and Yoshua Bengio and Aaron Courville

• Blog

  • Deep Learning Book

MLOPS

References

• StanfordEDx
• Machine Learning Mastery
• AI and DS - Roadmap
• Python Deliberate Practice
• Introduction to Deep Learning
• Lil'Log
• Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory
• LLM101n: Let's Build a Storyteller
• The Rise of the AI Engineer
• 5 Formatting Techniques for Long-Form Content
• Gradient Descent Method
• Mathematics for Machine Learning
• Fast Way to Learn Go
• AI Safety
• Python Documentation Contents
• Data Science vs Data Engineering
• Calm Code
• Integral Calculus - Khan Academy
• Multivariable Calculus - Khan Academy
• The Essence of Calculus - 3B1B
• How To Become A 10x Developer: Step-By-Step Guide
• How to Become a Machine Learning Engineer: Step-By-Step Guide
• How To Become An AI Engineer From Scratch in 2024
• Become a Great Software Engineer (Use These 4 Habits)
• Don’t Be a Junior Developer: The Roadmap From Junior to Senior
• The Prompt Report: A Systematic Survey of Prompting Techniques
• How to Write a Paper

Acknowledgements

• 🚀 AI and Data Scientist Roadmap
• 📚 Roadmap to Learn AI in 2024
• 📚 ML Engineer Roadmap
• 👩‍💻 Lil
• 🌐 Neo
• 🧠 Leonie
• Gautam Kunapuli

Roadmap (Books)

• Theorical

  • Learning From Data [Machine Learning]

• Pratical

  • Machine Learning with PyTorch and Scikit-Learn
  • Natural Language Processing with Transformers