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
6 Life Lessons I Learned From AI Research
Deep Learning
6 Life Lessons I Learned From AI Research
Two Minute Papers Advanced 7y ago
LSTM Networks - EXPLAINED!
Deep Learning ⚡ AI Lesson
LSTM Networks - EXPLAINED!
CodeEmporium Advanced 7y ago
DropBlock - A BETTER DROPOUT for Neural Networks
Deep Learning ⚡ AI Lesson
DropBlock - A BETTER DROPOUT for Neural Networks
CodeEmporium Advanced 7y ago
PyTorch Datasets and DataLoaders - Training Set Exploration for Deep Learning and AI
Deep Learning ⚡ AI Lesson
PyTorch Datasets and DataLoaders - Training Set Exploration for Deep Learning and AI
deeplizard Advanced 7y ago
Saving and Loading Models (Coding TensorFlow)
Deep Learning ⚡ AI Lesson
Saving and Loading Models (Coding TensorFlow)
TensorFlow Advanced 7y ago
Designing Better Sequence Models with RNNs, w/ Adji Bousso Dieng - #160
Deep Learning
Designing Better Sequence Models with RNNs, w/ Adji Bousso Dieng - #160
The TWIML AI Podcast with Sam Charrington Advanced 8y ago
Train image classifier using transfer learning - Fine-tuning MobileNet with Keras
Deep Learning ⚡ AI Lesson
Train image classifier using transfer learning - Fine-tuning MobileNet with Keras
deeplizard Advanced 8y ago
Deep Gradient Compression for Distributed Training with Song Han - #146
Deep Learning
Deep Gradient Compression for Distributed Training with Song Han - #146
The TWIML AI Podcast with Sam Charrington Advanced 8y ago
Applied AI at The Coca-Cola Company (TensorFlow Dev Summit 2018)
Deep Learning ⚡ AI Lesson
Applied AI at The Coca-Cola Company (TensorFlow Dev Summit 2018)
TensorFlow Advanced 8y ago
Song Generator
Deep Learning
Song Generator
Siraj Raval Advanced 8y ago
This Neural Network Optimizes Itself | Two Minute Papers #212
Deep Learning ⚡ AI Lesson
This Neural Network Optimizes Itself | Two Minute Papers #212
Two Minute Papers Advanced 8y ago
Attention Is All You Need
Deep Learning
Attention Is All You Need
Yannic Kilcher Advanced 8y ago
Capsule Networks: An Improvement to Convolutional Networks
Deep Learning
Capsule Networks: An Improvement to Convolutional Networks
Siraj Raval Advanced 8y ago
[MINI] Convolutional Neural Networks
Deep Learning ⚡ AI Lesson
[MINI] Convolutional Neural Networks
Data Skeptic Advanced 9y ago
[MINI] Generative Adversarial Networks
Deep Learning ⚡ AI Lesson
[MINI] Generative Adversarial Networks
Data Skeptic Advanced 9y ago
Training - Using Convolutional Neural Network to Identify Dogs vs Cats p. 3
Deep Learning
Training - Using Convolutional Neural Network to Identify Dogs vs Cats p. 3
sentdex Advanced 9y ago
CS231n Winter 2016: Lecture 3: Linear Classification 2, Optimization
Deep Learning
CS231n Winter 2016: Lecture 3: Linear Classification 2, Optimization
Andrej Karpathy Advanced 10y ago
Unpaired Image-Image Translation using CycleGANs
Deep Learning ⚡ AI Lesson
Unpaired Image-Image Translation using CycleGANs
CodeEmporium Advanced 8y ago
Practical Deep Learning with Rachel Thomas - #138
Deep Learning ⚡ AI Lesson
Practical Deep Learning with Rachel Thomas - #138
The TWIML AI Podcast with Sam Charrington Advanced 8y ago
Adversarial Attacks Against Reinforcement Learning Agents with Ian Goodfellow & Sandy Huang - #119
Deep Learning
Adversarial Attacks Against Reinforcement Learning Agents with Ian Goodfellow & Sandy Huang - #119
The TWIML AI Podcast with Sam Charrington Advanced 8y ago
Separating Vocals in Recorded Music at Spotify with Eric Humphrey - #98
Deep Learning ⚡ AI Lesson
Separating Vocals in Recorded Music at Spotify with Eric Humphrey - #98
The TWIML AI Podcast with Sam Charrington Advanced 8y ago
Understanding Deep Neural Networks with Dr. James McCaffery - #13
Deep Learning
Understanding Deep Neural Networks with Dr. James McCaffery - #13
The TWIML AI Podcast with Sam Charrington Advanced 9y ago
Build a Neural Network (LIVE)
Deep Learning
Build a Neural Network (LIVE)
Siraj Raval Advanced 9y ago
Visually Indicated Sounds | Two Minute Papers #79
Deep Learning
Visually Indicated Sounds | Two Minute Papers #79
Two Minute Papers Advanced 9y ago
Recurrent Neural Network Writes Music and Shakespeare Novels | Two Minute Papers #19
Deep Learning ⚡ AI Lesson
Recurrent Neural Network Writes Music and Shakespeare Novels | Two Minute Papers #19
Two Minute Papers Advanced 10y ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
Practical Python for AI Coding 1
📚 External: Coursera ↗
Self-paced
Practical Python for AI Coding 1
Opens on Coursera ↗
NVIDIA: Fundamentals of NLP and Transformers
📚 External: Coursera ↗
Self-paced
NVIDIA: Fundamentals of NLP and Transformers
Opens on Coursera ↗
Data Balancing with Gen AI: Credit Card Fraud Detection
📚 External: Coursera ↗
Self-paced
Data Balancing with Gen AI: Credit Card Fraud Detection
Opens on Coursera ↗
Pneumonia Classification using PyTorch
📚 External: Coursera ↗
Self-paced
Pneumonia Classification using PyTorch
Opens on Coursera ↗
Deep Learning, NLP, and AI Applications
📚 External: Coursera ↗
Self-paced
Deep Learning, NLP, and AI Applications
Opens on Coursera ↗
Classify Images of Cats and Dogs using Transfer Learning
📚 External: Coursera ↗
Self-paced
Classify Images of Cats and Dogs using Transfer Learning
Opens on Coursera ↗