Alexander Amini Courses

Deep Generative Modeling

1 review

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

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Trustworthy Deep Learning

Explore robust and trustworthy deep learning, covering algorithmic bias, uncertainty estimation, and innovative approaches to create risk-aware AI systems for more reliable and ethical machine learning applications.

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

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
• 55 minutes
• On-Demand
• Free Video

Deep Generative Modeling

Explore deep generative modeling, including autoencoders, VAEs, GANs, and diffusion models. Learn about latent variables, training techniques, and recent advances in generative AI.

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

Reinforcement Learning

Explore deep reinforcement learning concepts, from Q-functions to policy gradients, with applications in gaming, robotics, and AI. Gain insights into cutting-edge techniques and real-world implementations.

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

MIT Introduction to Deep Learning

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

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

Recurrent Neural Networks, Transformers, and Attention

Explore recurrent neural networks, transformers, and attention mechanisms in deep learning. Learn design principles, applications, and advanced concepts like LSTM and backpropagation through time.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

MIT 6.S191 - Automatic Speech Recognition

Explore automatic speech recognition with Rev.com experts, covering data selection, speech input processing, and advanced ASR techniques like attention-based models and language modeling.

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

MIT: Reinforcement Learning

Explore deep reinforcement learning concepts, algorithms, and real-world applications in this comprehensive lecture from MIT's Introduction to Deep Learning course.

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

Deep Generative Modeling

Explore deep generative modeling, including autoencoders, VAEs, and GANs. Learn about latent variables, representation learning, and applications in debiasing and image synthesis.

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

Convolutional Neural Networks

Explore convolutional neural networks for computer vision, covering feature extraction, convolution operations, and applications in autonomous navigation and medical imaging.

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

Recurrent Neural Networks and Transformers

Comprehensive exploration of recurrent neural networks, LSTMs, and attention mechanisms in deep learning, covering theory, implementation, and applications for sequence modeling tasks.

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

MIT 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
• 49 minutes
• On-Demand
• Free Video

AI in Healthcare

Explore AI applications in healthcare, from cancer screening to genomics, addressing challenges like bias and model limitations for improved patient care and equitable outcomes.

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

Towards AI for 3D Content Creation

Explore AI-driven 3D content creation, from synthesizing worlds to neural simulation. Learn cutting-edge techniques for generating, composing, and rendering 3D objects and scenes using deep learning.

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