Additional Resources to Learn

A curated list of high-quality resources to supplement the HumbleBeeAI Academy curriculum.

Deep Learning & Machine Learning

• Hugging Face Learn : Excellent practical tutorials on Transformers, Diffusion models, and Deep RL.
• Fast.ai : Top-down approach to Deep Learning.
  • Fastbook Chapter 1 : Intro to Deep Learning.
• Andrej Karpathy's YouTube Channel : "Neural Networks: Zero to Hero" series. The gold standard for understanding LLMs and Backprop from scratch.
• Papers with Code : Browse the state-of-the-art in ML papers linked to their official code implementations.

Python & Software Engineering

• Real Python : High-quality articles and tutorials on Python best practices.
• Full Stack Python : Guide to every part of the Python web application stack.
• Command Line Crash Course : Practical command-line fundamentals, shell navigation, and core terminal habits.
• System Design Primer : Comprehensive guide for key systems design interviews and concepts.

Mathematics

• 3Blue1Brown Essence of Linear Algebra : Visual intuition for vectors, matrices, and transformations.
• StatQuest with Josh Starmer : Statistics and ML algorithms explained simply and clearly.
• Immersive Linear Algebra : Interactive linear algebra textbook.

Specialized Tracks

• Computer Vision: PyTorch Image Models (timm) - Library of SOTA image classification models.
• NLP: LangChain Documentation - Learn to build applications with LLMs.
• Data Science: Kaggle Learn - Interactive micro-courses on Pandas, SQL, and ML.

Cloud & DevOps (New)

• Roadmap.sh (DevOps) : The definitive visual guide to DevOps skills.
• A Cloud Guru: Excellent for AWS/GCP certifications.
• Docker Curriculum : A comprehensive tutorial on getting started with Docker.

System Design (Advanced)

• Designing Data-Intensive Applications (Book) : The "Bible" of distributed systems. Must read for Seniors.
• ByteByteGo : Visual explanations of complex systems (YouTube channel is free).
• Grokking the System Design Interview : Standard prep for FAANG interviews.

Advanced Computer Science

• Teach Yourself Computer Science : If you don't have a CS degree, this is your curriculum.
• NAND to Tetris : Build a modern computer from first principles (logic gates -> OS).

Tools & Productivity

• Oh My Zsh : Essential framework for managing your Zsh configuration.
• Tmux : Terminal multiplexer for power users.
• Vim Adventures : Learn VIM shortcuts while playing a game.