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Repository Index
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All course materials for the Zero to Mastery Machine Learning and Data Science course.
8 Lessons, Kick-start Your Cybersecurity Learning.
- appsec
- cia-triad
- data-protection
- data-security
A course in reinforcement learning in the wild
- reinforcement-learning
- course-materials
- deep-learning
- deep-reinforcement-learning
TranslatedCovers pre-training data, Tokenizer, Transformer, MoE,distributed training, Scaling Laws, inference & alignment .6 progressive code assignments for full-stack LLM learning
Official SGLang x Datawhale course on LLM inference: understand inference, build a mini-sglang from scratch, then read the real SGLang source and land your first PR. Available in English and Chinese.
The repository contains the ENGLISH description files attached to the video series in my ARABIC algorithms channel.
- algorithm
- acm-icpc
- competitive-programming
- arabic
Readings in applied data science
- teaching
- data-science
Don't memorize ML. Understand it from first principles including Inference, Cuda, Deep Learning, Data Science and Reinforcement Learning
- cli
- deep-learning
- education
- from-scratch
Level Me Up Scotty! An intro to Node.js databases via a set of self-guided workshops.
Materials for GWU DNSC 6279 and DNSC 6290.
- data-science
- data-mining
- data-visualization
- machine-learning
Teaching materials for a future Foundation of Embodied AI course, with Chinese and English tutorials on robot dynamics, Isaac Sim, Isaac Lab, MuJoCo, robot learning, ROS 2, camera calibration, PPO, SAC, Flow Matching, GR00T, and SONIC.
a nodeschool workshop that teaches you the fundamentals of working with binary data in node.js and HTML5 browsers
Free Course : Data, Machine Learning, Deep Learning and AI Engineering, the long way round: the math, the code, the systems and the security. 173 lessons, 166 runnable labs, no shortcuts. Free under CC BY-NC 4.0.
- ai-engineering
- course
- data-engineering
- deep-learning
Software Foundations
Materials for STATS 418 - Tools in Data Science course taught in the Master of Applied Statistics at UCLA
A repo for a Program and Data Representation university-level course
nodeschool curriculum for debugging Node.js
a nodeschool workshop for munging data on the command line