Foundations

Deep Learning

Neural networks, CNNs, RNNs, transformers, diffusion models and training techniques

2,917
lessons
Skills in this topic
View full skill map →
Neural Network Basics
beginner
Implement a 2-layer net in NumPy and PyTorch
CNN Architectures
intermediate
Build a CNN image classifier in PyTorch
Sequence Models
intermediate
Implement an LSTM text generator
Generative Models
advanced
Train a GAN on image data
Training at Scale
advanced
Use FP16/BF16 mixed precision training
TorchCodec: The Media Decoding Library for PyTorch - Nicolas Hug, Meta
Deep Learning
TorchCodec: The Media Decoding Library for PyTorch - Nicolas Hug, Meta
PyTorch Intermediate 1y ago
Choosing a NVIDIA GPU for Deep Learning and GenAI in 2025: Ada, Blackwell, GeForce, RTX Pro Compared
Deep Learning
Choosing a NVIDIA GPU for Deep Learning and GenAI in 2025: Ada, Blackwell, GeForce, RTX Pro Compared
Jeff Heaton Beginner 1y ago
Why This AI Job Will Be In Huge Demand
Deep Learning
Why This AI Job Will Be In Huge Demand
Jean Lee Beginner 1y ago
Mastering Time Series Forecasting: Build a Transformer Model in Keras - Predict Stock prices
Deep Learning ⚡ AI Lesson
Mastering Time Series Forecasting: Build a Transformer Model in Keras - Predict Stock prices
The Gradient Path Intermediate 1y ago
Recurrent Neural Networks (RNN) Explained Simply
Deep Learning
Recurrent Neural Networks (RNN) Explained Simply
Everything AI and Law Podcast Beginner 1y ago
Draft Export - PyTorch Compiler Series Episode 3
Deep Learning ⚡ AI Lesson
Draft Export - PyTorch Compiler Series Episode 3
PyTorch Intermediate 1y ago
The 9 Stages of Future of AI Explained
Deep Learning
The 9 Stages of Future of AI Explained
Jean Lee Beginner 1y ago
Complete Guide to Transformers: RNNs, Attention & BERT Explained
Deep Learning
Complete Guide to Transformers: RNNs, Attention & BERT Explained
Analytics Vidhya Beginner 1y ago
CS50's Fundamentals of AI - Lecture 5 - Generating (live, unedited)
Deep Learning
CS50's Fundamentals of AI - Lecture 5 - Generating (live, unedited)
CS50 Beginner 1y ago
Neural Network Project in Tamil | Credit Card Fraud Detection with Deep Learning | Adi Explains
Deep Learning
Neural Network Project in Tamil | Credit Card Fraud Detection with Deep Learning | Adi Explains
Adi Explains Beginner 1y ago
CNNs 'Valid' vs 'Same' Padding 📚 - Zero Padding Terminology 💬 - Topic 280 #ai #ml
Deep Learning ⚡ AI Lesson
CNNs 'Valid' vs 'Same' Padding 📚 - Zero Padding Terminology 💬 - Topic 280 #ai #ml
deeplizard Beginner 1y ago
Softmax Activation Function in Machine Learning
Deep Learning
Softmax Activation Function in Machine Learning
Outcome School Beginner 1y ago
This Is the AI That Makes Deepfakes: Generative Adversarial Networks (GANs) Explained Simply
Deep Learning
This Is the AI That Makes Deepfakes: Generative Adversarial Networks (GANs) Explained Simply
Everything AI and Law Podcast Beginner 1y ago
Raghav Sir Ke College Journey Ka Sach | Shocking Reason! 🔥#shorts #collegelife #college #gfg
Deep Learning
Raghav Sir Ke College Journey Ka Sach | Shocking Reason! 🔥#shorts #collegelife #college #gfg
GeeksforGeeks Beginner 1y ago
CS50's Fundamentals of AI - Lecture 3 - Sensing (live, unedited)
Deep Learning
CS50's Fundamentals of AI - Lecture 3 - Sensing (live, unedited)
CS50 Beginner 1y ago
Auto Zero Padding in Neural Networks 💻 - CNNs and API Convenience 🛠️ - Topic 279 #ai #ml
Deep Learning ⚡ AI Lesson
Auto Zero Padding in Neural Networks 💻 - CNNs and API Convenience 🛠️ - Topic 279 #ai #ml
deeplizard Beginner 1y ago
Toward Generalizable Representations and Scalable Citizen Science for Brain-Computer Interfaces
Deep Learning ⚡ AI Lesson
Toward Generalizable Representations and Scalable Citizen Science for Brain-Computer Interfaces
Microsoft Research Advanced 1y ago
Build a Handwritten Digit Generator from Scratch | MNIST Autoencoder Tutorial
Deep Learning
Build a Handwritten Digit Generator from Scratch | MNIST Autoencoder Tutorial
Code with Bibek Beginner 1y ago
Seminar: Contrastive Learning (29/03/2025)
Deep Learning
Seminar: Contrastive Learning (29/03/2025)
IEC Seminar Beginner 1y ago
Keras & TensorFlow Tutorial - Image classification with MLP - Code explained line by line
Deep Learning
Keras & TensorFlow Tutorial - Image classification with MLP - Code explained line by line
The Gradient Path Beginner 1y ago
Activation Functions in Deep Learning Explained in Tamil | ReLU, Sigmoid, Tanh | Adi Explains
Deep Learning
Activation Functions in Deep Learning Explained in Tamil | ReLU, Sigmoid, Tanh | Adi Explains
Adi Explains Beginner 1y ago
OpenAI CLIP Model Explained: Architecture and Python Implementation
Deep Learning
OpenAI CLIP Model Explained: Architecture and Python Implementation
HowCanAIHelp Beginner 1y ago
How Transformers Work | Visual Explanation with Interactive Demo
Deep Learning
How Transformers Work | Visual Explanation with Interactive Demo
Code with Bibek Beginner 1y ago
Finding Your Champion with Pete Fraser
Deep Learning
Finding Your Champion with Pete Fraser
Investment Banking Insights Intermediate 1y ago
Finding Your Champion with Pete Fraser
Deep Learning
Finding Your Champion with Pete Fraser
Investment Banking Insights Intermediate 1y ago
Stock Price Prediction in Python with PyTorch - Full Tutorial
Deep Learning ⚡ AI Lesson
Stock Price Prediction in Python with PyTorch - Full Tutorial
NeuralNine Beginner 1y ago
The Future of Work Might Not Include You
Deep Learning
The Future of Work Might Not Include You
Jean Lee Beginner 1y ago
Provenance Tracking for Inductor - PyTorch Compiler Series Episode 2
Deep Learning ⚡ AI Lesson
Provenance Tracking for Inductor - PyTorch Compiler Series Episode 2
PyTorch Beginner 1y ago
The Secret To Promotion No One Tells You About
Deep Learning
The Secret To Promotion No One Tells You About
Jean Lee Beginner 1y ago
The Future of AI Is Already Here
Deep Learning
The Future of AI Is Already Here
Jean Lee Beginner 1y ago
Northwestern University: PyTorch Hands-On Demo
Deep Learning
Northwestern University: PyTorch Hands-On Demo
PyTorch Intermediate 1y ago
Zero Padding Thickness Depends on What ❓📏 - DL Beginner 🛠️ - Topic 278 #ai #ml
Deep Learning ⚡ AI Lesson
Zero Padding Thickness Depends on What ❓📏 - DL Beginner 🛠️ - Topic 278 #ai #ml
deeplizard Beginner 1y ago
How to Land a Machine Learning Engineering Role
Deep Learning
How to Land a Machine Learning Engineering Role
Jean Lee Beginner 1y ago
What Zero Padding Achieves 🚧 - Deep Learning Beginner 👶 - Topic 277 #ai #ml
Deep Learning ⚡ AI Lesson
What Zero Padding Achieves 🚧 - Deep Learning Beginner 👶 - Topic 277 #ai #ml
deeplizard Beginner 1y ago
Is AI Helping or Hurting? Here’s What People Say
Deep Learning
Is AI Helping or Hurting? Here’s What People Say
Jean Lee Beginner 1y ago
Why is it Called Zero Padding ❓ - Deep Learning Beginner 👶 - Topic 276 #ai #ml
Deep Learning ⚡ AI Lesson
Why is it Called Zero Padding ❓ - Deep Learning Beginner 👶 - Topic 276 #ai #ml
deeplizard Beginner 1y ago
The Future of AI Is Here and What That Means for Your Jobs
Deep Learning
The Future of AI Is Here and What That Means for Your Jobs
Jean Lee Beginner 1y ago
How CNNs Lose Edge Data 🖼️ - Hinting at Zero Padding 🔍 - Topic 275 #ai #ml
Deep Learning ⚡ AI Lesson
How CNNs Lose Edge Data 🖼️ - Hinting at Zero Padding 🔍 - Topic 275 #ai #ml
deeplizard Beginner 1y ago
How Small Startups Are Making Big Bucks in AI
Deep Learning
How Small Startups Are Making Big Bucks in AI
Jean Lee Beginner 1y ago
Learn AI & Machine Learning, For FREE!
Deep Learning
Learn AI & Machine Learning, For FREE!
Jean Lee Beginner 1y ago
Problems with CNNs Reducing Dimensions 🔢 - Deep Learning Beginner 👶 - Topic 274 #ai #ml
Deep Learning ⚡ AI Lesson
Problems with CNNs Reducing Dimensions 🔢 - Deep Learning Beginner 👶 - Topic 274 #ai #ml
deeplizard Beginner 1y ago
Formula for CNN Output Dimensions 📐 - Deep Learning Beginner 👶 - Topic 273 #ai #ml
Deep Learning ⚡ AI Lesson
Formula for CNN Output Dimensions 📐 - Deep Learning Beginner 👶 - Topic 273 #ai #ml
deeplizard Beginner 1y ago
AI-First Workplaces Are Already Here
Deep Learning
AI-First Workplaces Are Already Here
Jean Lee Beginner 1y ago
Why Convolutional Filters Reduce Dimensions 🧐 - DL Beginner 🔍 - Topic 272 #ai #ml
Deep Learning ⚡ AI Lesson
Why Convolutional Filters Reduce Dimensions 🧐 - DL Beginner 🔍 - Topic 272 #ai #ml
deeplizard Beginner 1y ago
Softmax Function Step-by-Step in Tamil | Deep Learning for Beginners | Adi Explains
Deep Learning
Softmax Function Step-by-Step in Tamil | Deep Learning for Beginners | Adi Explains
Adi Explains Beginner 1y ago
Reducing Image Dimensions 📉 - Convolutional Filters in CNNs 🌐 - Topic 271 #ai #ml
Deep Learning ⚡ AI Lesson
Reducing Image Dimensions 📉 - Convolutional Filters in CNNs 🌐 - Topic 271 #ai #ml
deeplizard Beginner 1y ago
Comparing CNN and Fully Connected Layers 🤔 - Layer Connectivity Insights 🔍 - Topic 270 #ai #ml
Deep Learning ⚡ AI Lesson
Comparing CNN and Fully Connected Layers 🤔 - Layer Connectivity Insights 🔍 - Topic 270 #ai #ml
deeplizard Beginner 1y ago
How Deep Learning Works Explained Simply (Part 1) | Neural Networks for Beginners
Deep Learning
How Deep Learning Works Explained Simply (Part 1) | Neural Networks for Beginners
Everything AI and Law Podcast Beginner 1y ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
Deep Learning with TensorFlow: Build Neural Networks
📚 External: Coursera ↗
Self-paced
Deep Learning with TensorFlow: Build Neural Networks
Opens on Coursera ↗
Deep Learning for Computer Vision: Techniques & Applications
📚 External: Coursera ↗
Self-paced
Deep Learning for Computer Vision: Techniques & Applications
Opens on Coursera ↗
Fundamentals of Deep Learning
📚 External: Coursera ↗
Self-paced
Fundamentals of Deep Learning
Opens on Coursera ↗
Classify Radio Signals with PyTorch
📚 External: Coursera ↗
Self-paced
Classify Radio Signals with PyTorch
Opens on Coursera ↗
Deep Learning & Modern AI Architectures
📚 External: Coursera ↗
Self-paced
Deep Learning & Modern AI Architectures
Opens on Coursera ↗
Apply Generative Adversarial Networks (GANs)
📚 External: Coursera ↗
Self-paced
Apply Generative Adversarial Networks (GANs)
Opens on Coursera ↗