CodeEmporium Courses

Informer: Training and Inference

Explore time series prediction using Informer, a transformer-based model. Learn to train and make predictions through hands-on coding, enhancing your skills in advanced forecasting techniques.

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

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

Retrieval-Augmented Generation (RAG) - Explained

Explore RAG (Retrieval-Augmented Generation) to mitigate AI hallucinations. Learn key concepts, implementation details, and advanced techniques through multiple passes and quizzes.

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

LoRA - Low Rank Adaptation for Parameter Efficient Fine-Tuning

Dive into parameter-efficient fine-tuning with LoRA, exploring low-rank matrices, adapters, and techniques to optimize neural network storage and performance while maintaining accuracy.

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

Evolution of Neural Networks: Zero to Hero

Explore the historical development of neural networks from McCulloch-Pitts neurons to backpropagation, covering key models like perceptrons, ADALINE, Hopfield networks, Boltzmann machines, and multilayer perceptrons.

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

Visual Pathway - Explained

Explore the journey of visual information from the retina to the brain, understanding the propagation process and key structures involved in our visual pathway.

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

Receptive Fields in the Human Brain - Explained

Explore center-surround receptive fields in the human brain and their connection to computer vision, including different types, visual demonstrations, and practical applications.

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

Self-Taught Reasoning: How Large Language Models Learn Arithmetic

Explore how Self-Taught Reasoning (STaR) enhances Large Language Models' arithmetic capabilities through step-by-step explanations and practical demonstrations of this innovative approach.

• YouTube
• 18 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

Understanding LLM Agents - Differences Between LLMs and RAG Systems

Explore the fundamental differences between LLM Agents, traditional LLMs, and RAG systems through clear comparisons and practical insights into autonomous AI capabilities.

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

Understanding the Perceptron - From Neural Networks to Machine Learning

Explore the foundational concepts of neural networks through the Perceptron algorithm, from basic neuron mechanics to practical implementation details with interactive quizzes and demonstrations.

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