Alexander Amini Courses

Convolutional Neural Networks

Explore convolutional neural networks for computer vision, covering feature extraction, convolution operations, and applications like object detection and self-driving cars.

• YouTube
• 56 minutes
• On-Demand
• Free Video

MIT 6.S191 - Recurrent Neural Networks

Comprehensive lecture on Recurrent Neural Networks, covering theory, implementation, and applications. Explores sequence modeling, LSTM, attention mechanisms, and practical examples in deep learning.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Introduction to Deep Learning

Comprehensive introduction to deep learning fundamentals, covering perceptrons, neural networks, loss functions, gradient descent, backpropagation, and regularization techniques for building effective models.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Machine Learning for Scent

Explore machine learning applications in digitizing scent, from understanding olfactory processes to predicting odor descriptors using graph neural networks and interpreting molecular fragrance data.

• YouTube
• 39 minutes
• On-Demand
• Free Video

MIT: Neural Rendering

Explore neural rendering techniques, from forward and inverse rendering to 3D data representations, with insights on RenderNet, neural point-based graphics, and HoloGAN in this comprehensive lecture.

• YouTube
• 37 minutes
• On-Demand
• Free Video

Generalizable Autonomy for Robot Manipulation

Explore generalizable autonomy in robot manipulation through imitation learning, visuo-motor policies, and reinforcement learning techniques. Discover innovative approaches for achieving adaptable and efficient robotic systems.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Neurosymbolic AI

Explore neurosymbolic AI, combining deep learning and symbolic reasoning to address limitations in current AI systems. Learn about out-of-distribution performance, adversarial examples, and advantages of hybrid approaches.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Deep Learning New Frontiers

Explore deep learning limitations and new frontiers, including expressivity, generalization, adversarial attacks, uncertainty, and AutoML. Gain insights into cutting-edge developments in neural networks.

• YouTube
• 38 minutes
• On-Demand
• Free Video

Reinforcement Learning

Explore deep reinforcement learning concepts, from Q-functions to policy gradients, with applications in Atari games, real-world scenarios, and groundbreaking AI like AlphaGo.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Deep Generative Modeling

Explore deep generative modeling, including autoencoders, variational autoencoders, and GANs. Learn about latent variable models, reparameterization tricks, and recent advances in generative AI.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Convolutional Neural Networks

Explore convolutional neural networks for computer vision, covering feature extraction, network architecture, and real-world applications like self-driving cars in this comprehensive lecture.

• YouTube
• 37 minutes
• On-Demand
• Free Video

MIT 6.S191 - Recurrent Neural Networks

Explore recurrent neural networks, LSTMs, and attention mechanisms for sequence modeling. Learn backpropagation through time, gradient issues, and practical applications in deep learning.

• YouTube
• 45 minutes
• On-Demand
• Free Video

Introduction to Deep Learning

Comprehensive introduction to deep learning fundamentals, covering perceptrons, neural networks, loss functions, gradient descent, backpropagation, and regularization techniques.

• YouTube
• 53 minutes
• On-Demand
• Free Video

Visualization for Machine Learning - Google Brain

Explore data visualization techniques for machine learning, including high-dimensional data, multilingual systems, and language models, with insights on biases and user intent.

• YouTube
• 38 minutes
• On-Demand
• Free Video

MIT: Image Domain Transfer - NVIDIA Guest Lecture

Explore image domain transfer techniques, from artistic style transfer to multimodal translations, with applications in photo smoothing, seasonal transformations, and game engines.

• YouTube
• 47 minutes
• On-Demand
• Free Video