Yacine Mahdid Courses

Learning Machine Learning Efficiently

1 rating

Discover an efficient approach to learning machine learning, exploring the landscape, optimal paths, and practical strategies for mastering this complex field.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

What is Prompt Chaining in AI Engineering? - A Step-by-Step Guide

Explore prompt chaining in AI Engineering through a step-by-step tutorial covering implementation techniques, cost-benefits, and practical examples with code demonstrations and backend integration strategies.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

MiniMax-01 Theory Overview - Lightning Attention + MoE + FlashAttention Optimization

Explore MiniMax-01's architecture featuring Lightning Attention, MoE, and FlashAttention optimizations that enable a 4M token context window and 456B parameters, outperforming Llama 3.1 and challenging Claude in benchmarks.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Introduction to AI Agents - Theory and Code

Explore AI agents through theory and practical code examples, covering definitions, workflows, architectures, and best practices for implementing effective non-autonomous agentic systems.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Continuous Thought Machine Deep Dive - Temporal Processing and Neural Synchronisation

Explore Continuous Thought Machines, a novel neural architecture with temporal processing through decoupled ticks, featuring hands-on demos and experiments across vision tasks.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Adam Optimizer from Scratch in Python

Discover how to implement the Adam optimizer from scratch using Python and numpy, covering theory, formulas, and practical coding for deep neural network training.

• YouTube
• 15 minutes
• Self-Paced
• Free Video

Backpropagation with Automatic Differentiation from Scratch in Python

Master automatic differentiation and backpropagation by building PyTorch's autograd system from scratch in Python with hands-on implementation of core operations.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

What the Heck is Artificial Immune System - AI Paper Review

Explore the fascinating field of artificial immune systems and discover its relevance in modern AI through paper analysis and hyperdimensional computing connections.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

What Are Multi-Agent Systems? - Theory and Code Overview with MetaGPT

Explore multi-agent systems through theoretical foundations and practical implementation with MetaGPT, including a hands-on software project demonstration and code overview.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

How to Build RuneScape for RL Agent - Neural MMO v3 with PufferLib 2.0

Dive into building MMO environments for reinforcement learning agents with Dr. Joseph Suarez, exploring PufferLib 2.0 and Neural MMO v3.0 development insights.

• YouTube
• 1 hour 29 minutes
• Self-Paced
• Free Video

The Neural Basis of Moral Judgment - Neuro/AI Paper Review

Explore the neural mechanisms underlying moral decision-making through a detailed 2022 research paper review, connecting neuroscience insights to AI alignment challenges.

• YouTube
• 2 hours 16 minutes
• Self-Paced
• Free Video

Muon Optimizer for Dense Linear Layer Explained - Newton-Schulz + Momentum

Discover the Muon optimizer revolutionizing large language models through Newton-Schulz orthogonalization and momentum, with hands-on NumPy implementation and real-world applications.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

AdamW Optimizer from Scratch in Python

Discover how to implement the state-of-the-art AdamW optimizer from scratch, understanding its unique weight decay regularization that outperforms traditional Adam + L2.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

Masked Self-Attention from Scratch in Python

Dive into masked self-attention algorithm implementation in Python with numpy, covering theory and step-by-step coding from QKV computation to output generation, essential for understanding LLM pre-training.

• YouTube
• 14 minutes
• Self-Paced
• Free Video

Reduced Row Echelon Form (RREF) Algorithm From Scratch in Python

Learn how to implement the Reduced Row Echelon Form (RREF) algorithm from scratch in Python, with a step-by-step breakdown of the transformation process for augmented matrices.

• YouTube
• 26 minutes
• Self-Paced
• Free Video