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.
- The Missing Semester of Your CS Education : MIT course on command line, editors, git, and other essential tools often not taught in class.
- System Design Primer : Comprehensive guide for key systems design interviews and concepts.
Mathematics
- 3Blue1Brown (Essence of Linear Algebra / Calculus) : Visual intuition for core math concepts.
- 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.