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
Train an Artificial Neural Network with TensorFlow's Keras API
Deep Learning ⚡ AI Lesson
Train an Artificial Neural Network with TensorFlow's Keras API
deeplizard Intermediate 6y ago
Create an Artificial Neural Network with TensorFlow's Keras API
Deep Learning ⚡ AI Lesson
Create an Artificial Neural Network with TensorFlow's Keras API
deeplizard Intermediate 6y ago
TorchScript and PyTorch JIT | Deep Dive
Deep Learning
TorchScript and PyTorch JIT | Deep Dive
PyTorch Intermediate 6y ago
I Built an A.I. Voice Assistant using PyTorch  - part 1, Wake Word Detection
Deep Learning
I Built an A.I. Voice Assistant using PyTorch - part 1, Wake Word Detection
The AI Hacker Intermediate 6y ago
Lets Implement LSTM RNN Models For Univariate Time Series Forecasting- Deep Learning
Deep Learning
Lets Implement LSTM RNN Models For Univariate Time Series Forecasting- Deep Learning
Krish Naik Intermediate 6y ago
Real-world image classification using convolutional neural networks | Machine Learning Foundations
Deep Learning
Real-world image classification using convolutional neural networks | Machine Learning Foundations
Google for Developers Intermediate 6y ago
Long Short-Term Memory for NLP (NLP Zero to Hero - Part 5)
Deep Learning ⚡ AI Lesson
Long Short-Term Memory for NLP (NLP Zero to Hero - Part 5)
TensorFlow Intermediate 6y ago
Tips N Tricks #6: How to train multiple deep neural networks on TPUs simultaneously
Deep Learning
Tips N Tricks #6: How to train multiple deep neural networks on TPUs simultaneously
Abhishek Thakur Intermediate 6y ago
How to build custom Datasets for Images in Pytorch
Deep Learning
How to build custom Datasets for Images in Pytorch
Aladdin Persson Intermediate 6y ago
How to save and load models in Pytorch
Deep Learning ⚡ AI Lesson
How to save and load models in Pytorch
Aladdin Persson Intermediate 6y ago
Multi-Lingual Toxic Comment Classification using BERT and TPUs with PyTorch
Deep Learning ⚡ AI Lesson
Multi-Lingual Toxic Comment Classification using BERT and TPUs with PyTorch
Abhishek Thakur Intermediate 6y ago
Explainable Computer Vision with Grad-CAM
Deep Learning
Explainable Computer Vision with Grad-CAM
Siraj Raval Intermediate 6y ago
Inside TensorFlow: Graph rewriting (Macros, not functions)
Deep Learning ⚡ AI Lesson
Inside TensorFlow: Graph rewriting (Macros, not functions)
TensorFlow Intermediate 6y ago
Using deep learning and PyTorch to power next gen aircraft at Caltech
Deep Learning ⚡ AI Lesson
Using deep learning and PyTorch to power next gen aircraft at Caltech
PyTorch Intermediate 6y ago
t-SNE with RAPIDS (600x Speedup)
Deep Learning ⚡ AI Lesson
t-SNE with RAPIDS (600x Speedup)
Connor Shorten Intermediate 6y ago
What BERT is Not
Deep Learning ⚡ AI Lesson
What BERT is Not
Data Skeptic Intermediate 6y ago
Kaggle Competition- Dengue or Malaria Prediction Using Transfer Learning VGG19
Deep Learning
Kaggle Competition- Dengue or Malaria Prediction Using Transfer Learning VGG19
Krish Naik Intermediate 6y ago
ResNet Keras Implementation!
Deep Learning
ResNet Keras Implementation!
Connor Shorten Intermediate 6y ago
Bert is Magic
Deep Learning ⚡ AI Lesson
Bert is Magic
Data Skeptic Intermediate 6y ago
Gauge Equivariant Convolutional Networks and the Icosahedral CNN
Deep Learning
Gauge Equivariant Convolutional Networks and the Icosahedral CNN
Yannic Kilcher Intermediate 6y ago
16. Video Frame Prediction using CNNs and LSTMs (2019)
Deep Learning
16. Video Frame Prediction using CNNs and LSTMs (2019)
Weights & Biases Intermediate 6y ago
Rajat Monga: TensorFlow | Lex Fridman Podcast #22
Deep Learning
Rajat Monga: TensorFlow | Lex Fridman Podcast #22
Lex Fridman Intermediate 7y ago
Tensorflow 2.0 Tutorial - Saving & Loading Models - Text Classification P4
Deep Learning
Tensorflow 2.0 Tutorial - Saving & Loading Models - Text Classification P4
Tech With Tim Intermediate 7y ago
NEURAL NETWORKS, PART 2! - CS50 Live, EP. 55
Deep Learning
NEURAL NETWORKS, PART 2! - CS50 Live, EP. 55
CS50 Intermediate 7y ago
NEURAL NETWORKS! - CS50 Live, EP. 53 (pre-release)
Deep Learning
NEURAL NETWORKS! - CS50 Live, EP. 53 (pre-release)
CS50 Intermediate 7y ago
GANPaint: An Extraordinary Image Editor AI
Deep Learning
GANPaint: An Extraordinary Image Editor AI
Two Minute Papers Intermediate 7y ago
Keras with TensorFlow - Data Processing for Neural Network Training
Deep Learning ⚡ AI Lesson
Keras with TensorFlow - Data Processing for Neural Network Training
deeplizard Intermediate 6y ago
Pytorch GoogLeNet / InceptionNet implementation from scratch
Deep Learning
Pytorch GoogLeNet / InceptionNet implementation from scratch
Aladdin Persson Intermediate 6y ago
Pytorch CNN example (Convolutional Neural Network)
Deep Learning ⚡ AI Lesson
Pytorch CNN example (Convolutional Neural Network)
Aladdin Persson Intermediate 6y ago
Pytorch Neural Network example
Deep Learning
Pytorch Neural Network example
Aladdin Persson Intermediate 6y ago
Episode 5: Entity Embeddings for Categorical Variables
Deep Learning
Episode 5: Entity Embeddings for Categorical Variables
Abhishek Thakur Intermediate 6y ago
BERT on Steroids: Fine-tuning BERT for a dataset using PyTorch and Google Cloud TPUs
Deep Learning
BERT on Steroids: Fine-tuning BERT for a dataset using PyTorch and Google Cloud TPUs
Abhishek Thakur Intermediate 6y ago
Vision par Ordinateur à l’aide de l’Apprentissage Automatique (Coding TensorFlow en français)
Deep Learning ⚡ AI Lesson
Vision par Ordinateur à l’aide de l’Apprentissage Automatique (Coding TensorFlow en français)
TensorFlow Intermediate 6y ago
Inside TensorFlow: AutoGraph
Deep Learning ⚡ AI Lesson
Inside TensorFlow: AutoGraph
TensorFlow Intermediate 6y ago
PyTorch Developer Conference 2019 - Panel Discussion
Deep Learning ⚡ AI Lesson
PyTorch Developer Conference 2019 - Panel Discussion
PyTorch Intermediate 6y ago
PyTorch at Tesla - Andrej Karpathy, Tesla
Deep Learning
PyTorch at Tesla - Andrej Karpathy, Tesla
PyTorch Intermediate 6y ago
Quantization - Dmytro Dzhulgakov
Deep Learning
Quantization - Dmytro Dzhulgakov
PyTorch Intermediate 6y ago
PyTorch Developer Conference 2019: Recap
Deep Learning
PyTorch Developer Conference 2019: Recap
PyTorch Intermediate 6y ago
PyTorch Developer Conference 2018: Recap
Deep Learning
PyTorch Developer Conference 2018: Recap
PyTorch Intermediate 6y ago
Inside TensorFlow: tf.Keras (part 2)
Deep Learning ⚡ AI Lesson
Inside TensorFlow: tf.Keras (part 2)
TensorFlow Intermediate 6y ago
Inside TensorFlow: tf.Keras (Part 1)
Deep Learning ⚡ AI Lesson
Inside TensorFlow: tf.Keras (Part 1)
TensorFlow Intermediate 6y ago
CNN Training Loop Explained - Neural Network Code Project
Deep Learning ⚡ AI Lesson
CNN Training Loop Explained - Neural Network Code Project
deeplizard Intermediate 7y ago
Inside TensorFlow: Functions, not sessions
Deep Learning ⚡ AI Lesson
Inside TensorFlow: Functions, not sessions
TensorFlow Intermediate 7y ago
TensorFlow 2.0 upgrade, Python support, & more! #AskTensorFlow
Deep Learning ⚡ AI Lesson
TensorFlow 2.0 upgrade, Python support, & more! #AskTensorFlow
TensorFlow Intermediate 7y ago
ReLU Activation Function
Deep Learning
ReLU Activation Function
Connor Shorten Intermediate 7y ago
CNN Forward Method - PyTorch Deep Learning Implementation
Deep Learning ⚡ AI Lesson
CNN Forward Method - PyTorch Deep Learning Implementation
deeplizard Intermediate 7y ago
Inside TensorFlow: Control Flow
Deep Learning ⚡ AI Lesson
Inside TensorFlow: Control Flow
TensorFlow Intermediate 7y ago
StyleGAN
Deep Learning
StyleGAN
Connor Shorten Intermediate 7y ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
Practical Python for AI Coding 2
📚 External: Coursera ↗
Self-paced
Practical Python for AI Coding 2
Opens on Coursera ↗
TensorFlow: Build & Deploy Face Mask Detection
📚 External: Coursera ↗
Self-paced
TensorFlow: Build & Deploy Face Mask Detection
Opens on Coursera ↗
Build Basic Generative Adversarial Networks (GANs)
📚 External: Coursera ↗
Self-paced
Build Basic Generative Adversarial Networks (GANs)
Opens on Coursera ↗
Analyze and Build Deep Learning Models with TensorFlow
📚 External: Coursera ↗
Self-paced
Analyze and Build Deep Learning Models with TensorFlow
Opens on Coursera ↗
Pneumonia Classification using PyTorch
📚 External: Coursera ↗
Self-paced
Pneumonia Classification using PyTorch
Opens on Coursera ↗
Generative AI: Foundations and Concepts
📚 External: Coursera ↗
Self-paced
Generative AI: Foundations and Concepts
Opens on Coursera ↗