CodeEmporium Courses

Informer: Complete Code from Scratch - Time Series Transformer Analysis

Line-by-line exploration of the time series transformer, focusing on implementation details and code structure for deep learning enthusiasts and practitioners.

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

Informer Architecture Explained - Complete Guide

Comprehensive exploration of Informer encoder architecture, detailing its components and implementation for advanced time series forecasting and sequence modeling tasks.

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

Informer Encoder Architecture Explained

Explore the Informer Encoder architecture, its key components, and implementation details for advanced time series forecasting and sequence modeling tasks.

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

Generative AI - Explained

Explore generative AI's unique features and how it differs from other AI buzzwords in this concise, informative video.

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

Generative AI, ChatGPT, and LLMs - Buzzwords Explained

Clarifies key AI terms: genAI, ChatGPT, and LLMs. Demystifies buzzwords, explaining differences and relationships between these concepts in artificial intelligence.

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

Evolution of Back Propagation: Who Invented It?

Explore the historical development of backpropagation, from Cauchy's gradient descent to modern implementations, understanding its mathematical foundations and key contributors like Rumelhart, Hinton, and Werbos.

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

Primary Visual Cortex: How Brain Processes What We See

Discover how the primary visual cortex processes visual information, from retina to brain, exploring Hubel and Wiesel's experiments on simple and complex cells that detect features in what we see.

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

Back Propagation by Hand - The Math You Should Know

Master the mathematical foundations of back propagation through detailed hand calculations, covering forward/backward passes, gradient computation, and weight updates with verification.

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

Convolutional Network Back Propagation by Hand - The Math You Should Know

Master the mathematical foundations of backpropagation in convolutional neural networks through detailed step-by-step calculations and gradient computations.

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

Why Neural Networks Are So Deep - AlexNet Explained

Explore the evolution of deep neural networks through AlexNet's groundbreaking architecture, ReLU activation, GPU training, and overfitting solutions.

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

Region Proposals in Computer Vision - What, Why, and How with Selective Search

Understand region proposals in computer vision: what they are, why they're essential for object detection, and how to implement selective search with practical code examples.

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

Mask R-CNN Explained

Discover how Mask R-CNN extends Faster R-CNN for instance segmentation, covering RoIAlign, training processes, loss computation, and practical inference implementation.

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

YOLO - You Only Look Once Object Detection Algorithm Explained

Discover YOLO V1 object detection network architecture, training process, loss functions, and advantages over R-CNN methods in computer vision applications.

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

Feature Pyramid Networks - Enhancing Convolutional Network Performance Explained

Discover how Feature Pyramid Networks enhance convolutional network performance for computer vision tasks, with practical code examples and implementation details.

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

Reinforcement Learning: Zero to Hero

Master the fundamentals of reinforcement learning, from basic concepts to practical applications, including multi-armed bandits and Monte Carlo methods in this comprehensive tutorial.

• YouTube
• 1 hour 38 minutes
• Self-Paced
• Free Video