Deep Learning

Build your own neural network, Exercise 3

Build your own neural network, Exercise 2

Graph Convolutional Operators in the PyTorch JIT | PyTorch Developer Day 2020

Geometry-constrained Beamforming Network for end-to-end Farfield Sound Source Separation

State of the Art Convolutional Neural Networks (CNNs) Explained | Deep Learning in 2020

DeepSpeed | PyTorch Developer Day 2020

Node Classification on Knowledge Graphs using PyTorch Geometric

VGGNET Architecture In-depth Discussion Along With Code -Deep Learning Advanced CNN

Alexnet Architecture In-depth-Discussion Along With Code-Deep Learning Advanced CNN

Towards Nonlinear Disentanglement with Dylan Paiton

Distribution Augmentation for Generative Modeling

Contrastive Clustering with SwAV

Radial Basis Function Networks for Convolutional Neural Networks with Mohammadreza Amirian

DeepMind x UCL | Deep Learning Lectures | 9/12 | Generative Adversarial Networks

A brief history of the Transformer architecture in NLP

Talks # 4: Sebastien Fischman - Pytorch-TabNet: Beating XGBoost on Tabular Data Using Deep Learning

DeepMind x UCL | Deep Learning Lectures | 3/12 | Convolutional Neural Networks for Image Recognition

Supervised Contrastive Learning

How do GPUs speed up Neural Network training?

Advanced Theory | Neural Style Transfer #4

The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks

Pytorch LeNet implementation from scratch

Optimize your models with TF Model Optimization Toolkit (TF Dev Summit '20)

TensorFlow Extended (TF Dev Summit '20)

Batch Normalization - EXPLAINED!

PyTorch Tutorial 09 - Dataset and DataLoader - Batch Training

PyTorch Tutorial 06 - Training Pipeline: Model, Loss, and Optimizer

Annotator Bias

Build your own neural network, Exercise 1

Latest Profiler APIs and Best Practices | PyTorch Developer Day 2020

GameGAN Explained!

Attention for time series forecasting & COVID predictions - Isaac Godfried

AI Weekly Update - April 27th, 2020 (#19)

TFRT: A new TensorFlow runtime (TF Dev Summit '20)

Scaling TensorFlow 2 models to multi-worker GPUs (TF Dev Summit '20)

AutoML-Zero

AI Weekly Update - March 2nd 2020 (#18)

Natural Language Processing - Tokenization (NLP Zero to Hero - Part 1)

Self-Training with Noisy Student (87.4% ImageNet Top-1 Accuracy!)

Apex - Michael Carilli, NVIDIA

GANs with Fewer Labels

Deep Learning Podcast #1 | Edward Dixon | Stochastic Weight Averaging

Video Classification with Deep Learning

Blockwise Parallel Decoding for Deep Autoregressive Models

Self-Supervised GANs

Improved Techniques for Training GANs

Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding