Alfredo Canziani Courses

Planning and Control

Learn planning and control strategies with Alfredo Canziani in a 1-2 hour session, covering state transition equations, numerical examples, and PyTorch implementation of optimal control examples.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Online Course

Low Resource Machine Translation

Explore machine translation techniques with Alfredo Canziani's 1-2 hour program. Learn about beam search, alignment, evaluation, and tackle case studies like Nepali-English translation.

• YouTube
• 1 hour 58 minutes
• On-Demand
• Free Online Course

Graph Convolutional Networks - GCNs

Learn Graph Convolutional Networks (GCNs) in under an hour with Alfredo Canziani. Dive into tensors, CNNs, residual gated GCNs, and PyTorch implementation using DGL.

• YouTube
• 58 minutes
• On-Demand
• Free Online Course

Self-Supervised Learning in Computer Vision

Explore self-supervised learning in computer vision with Alfredo Canziani. Dive into topics like PIRL, SwAV, AVID+CMA, and Barlow Twins in just 1-2 hours.

• YouTube
• 1 hour 36 minutes
• On-Demand
• Free Online Course

Speech Recognition and Graph Transformer Networks

Learn modern speech recognition, connectionist temporal classification, and graph transformer networks from Alfredo Canziani. Material takes 1-2 hours.

• YouTube
• 1 hour 55 minutes
• On-Demand
• Free Online Course

Self - Cross, Hard - Soft Attention and the Transformer

Learn about self/cross, hard/soft attention, and the Transformer from Alfredo Canziani. Explore key-value store, queries, and PyTorch implementation in 1-2 hours.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Online Course

AE, DAE, and VAE with PyTorch - Generative Adversarial Networks and Code

Learn to train autoencoders and generative adversarial networks with PyTorch in this 1-2 hour program by Alfredo Canziani.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Online Course

From LV-EBM to Target Prop to Autoencoder

Explore the transition from LV-EBM to various autoencoders with Alfredo Canziani in this 1-2 hour online material. Dive into topics like target propagation, reconstruction costs, and variational autoencoders.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Online Course

Unsupervised Learning - Autoencoding the Targets

Explore unsupervised learning and generative models with Alfredo Canziani in under an hour. Dive into topics like style transfer, super resolution, and autoencoding.

• YouTube
• 57 minutes
• On-Demand
• Free Online Course

Latent Variable Energy Based Models

Learn about Latent Variable Energy Based Models with Alfredo Canziani. Dive into free energy, PyTorch nomenclature, loss functionals, and model training in just 1-2 hours.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Online Course

Latent Variable Energy Based Models - Inference

Dive into Latent Variable Energy Based Models with Alfredo Canziani. Learn about inference, energy functions, and free energy in a 1-2 hour study session.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Online Course

Recurrent Neural Networks, Vanilla and Gated - LSTM

Explore recurrent neural networks and LSTM with Alfredo Canziani in a 1-2 hour study, covering sequence processing, back propagation, and PyTorch applications.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Online Course

Natural Signals Properties and the Convolution

Learn about convolutional neural nets, natural signal properties, and tensor reshaping in a 1-2 hour session by Alfredo Canziani.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Online Course

Neural Nets - Rotation and Squashing

Learn neural nets, affine transformations, and non-linearities with Alfredo Canziani in a 1-2 hour online session, using Jupyter and PyTorch.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Online Course

Tools, Classification with Neural Nets, PyTorch Implementation

Learn neural nets classification and PyTorch implementation in a 1-2 hour session with Alfredo Canziani, covering topics from training data to regression uncertainty estimation.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Online Course