Social And Emotional Learning Courses

Data Analysis for Social Scientists - Spring 2023

Master statistical methods and econometrics to analyze social, economic, and policy data using probability, regression, experiments, and R programming.

• YouTube
• 1 day 3 hours 55 minutes
• Self-Paced
• Free Video

Matrix Calculus for Machine Learning and Beyond - IAP 2023

Master matrix calculus for machine learning with MIT's comprehensive approach to derivatives in higher dimensions, optimization, and automatic differentiation techniques.

• YouTube
• 13 hours 55 minutes
• Self-Paced
• Free Video

Learning from Geothermal Energy Networks - Session 7-2

Discover insights from HEET's LeGUp research project on geothermal energy networks in Massachusetts and explore expansion strategies for transforming thermal energy systems.

• YouTube
• 13 minutes
• Self-Paced
• Free Video

PyTorch Tutorial - Introduction to Deep Learning Framework

Discover PyTorch fundamentals in this 29-minute tutorial covering the open-source deep learning framework's core concepts and practical applications for beginners.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

Generative Models - Representation Learning Meets Generative Modeling - Lecture 15

Explore the intersection of representation learning and generative modeling through VAEs and latent variables in this MIT deep learning lecture.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Inference Methods for Deep Learning - Lecture 24

Explore advanced inference techniques beyond simple forward passes, including beam search, chain-of-thought reasoning, in-context learning, and test-time training methods.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Introduction to Deep Learning - Lecture 1

Discover fundamental concepts and building blocks of deep neural networks in this comprehensive introduction to deep learning from MIT.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Metrized Deep Learning - Lecture 23

Explore Jeremy Bernstein's research on metrized deep learning, covering modular neural network design, optimization theory, scaling principles, and duality concepts.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Representation Learning - Reconstruction-Based - Lecture 11

Explore reconstruction-based representation learning through autoencoders, clustering, vector quantization, and self-supervised methods with neural network insights.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Transfer Learning - Data - Lecture 19

Explore transfer learning techniques using generative models for data augmentation, domain adaptation, and advanced prompting methods in deep learning applications.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Representation Learning: Similarity-Based - Lecture 12

Explore similarity-based representation learning through metric learning, contrastive methods, InfoNCE loss, and alignment principles for effective deep learning applications.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Transfer Learning - Models - Lecture 18

Explore transfer learning techniques including fine-tuning, linear probes, knowledge distillation, and foundation models in this MIT deep learning lecture.

• YouTube
• 1 hour 26 minutes
• Self-Paced
• Free Video

Representation Learning - Theory - Lecture 13

Explore the theoretical foundations of representation learning, examining architectural inductive biases and neural network connections to Gaussian processes.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Deep Learning Architectures - Memory and Sequence Modeling - Lecture 10

Explore memory architectures in deep learning, covering RNNs, LSTMs, and sequence modeling techniques for processing information over time.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Other Social Insurance Programs - Unemployment, Disability, and Workers' Compensation - Lecture 12

Explore unemployment insurance, disability insurance, and workers' compensation programs through MIT's public finance lens with Prof. Gruber's expert analysis.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video