Alfredo Canziani Courses

An Overview of Lua

Learn Lua programming in less than an hour with Alfredo Canziani. The syllabus covers basics like strings, arrays, tables, and functions.

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

Differentiable Associative Memories, Attention, and Transformers

Explore differentiable associative memories, attention, and transformers in a 2-3 hour program by Alfredo Canziani, featuring Yann LeCun. Delve into reasoning, planning, and optimal control.

• YouTube
• 2 hours
• On-Demand
• Free Online Course

Self-Supervised Learning and Variational Inference

Explore self-supervised learning and variational inference in this 1-2 hour program by Alfredo Canziani. Dive into GANs, sparse modeling, amortized inference, and more.

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

Prediction and Planning Under Uncertainty

Learn predictive control in stochastic environments with Alfredo Canziani. Expect 1-2 hours of material covering RGB representation and lane cost.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Online Course

Latent Variable EBMs for Structured Prediction

Explore latent variable models, structured prediction, and various loss functions with Alfredo Canziani. Learn from Yann LeCun in this 1-2 hour study.

• YouTube
• 1 hour 49 minutes
• On-Demand
• Free Online Course

Joint Embedding Method and Latent Variable Energy Based Models

Dive into joint embedding methods and latent variable energy-based models with Alfredo Canziani's 1-2 hour program, featuring speaker Yann LeCun. Explore predictive models, inference, and more.

• YouTube
• 1 hour 52 minutes
• On-Demand
• Free Online Course

The Truck Backer-Upper

Learn truck backing techniques with Alfredo Canziani in a 1-2 hour program, covering vehicle configuration, manual parking tests, and emulator training strategy.

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

ConvNets in Practice

Learn ConvNets in practice with Alfredo Canziani in under an hour. Topics include object detection, face detection, semantic segmentation, and network comparison.

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

Parameter Sharing - Recurrent and Convolutional Nets

Explore recurrent and convolutional nets, parameter sharing, and gradient techniques in this 1-2 hour online material by Alfredo Canziani, featuring Yann LeCun.

• YouTube
• 2 hours
• On-Demand
• Free Online Course

Modules and Architectures

Learn about non-linear functions, cost functions, and various architectures from Yann LeCun in this 1-2 hour material by Alfredo Canziani.

• YouTube
• 1 hour 42 minutes
• On-Demand
• Free Online Course

Gradient Descent and the Backpropagation Algorithm

Learn supervised learning, parametrised models, gradient descent, and backpropagation with Alfredo Canziani's 1-2 hour material, featuring Yann LeCun.

• YouTube
• 1 hour 51 minutes
• On-Demand
• Free Online Course

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