Lecture Videos | Hands-on Deep Learning | Sloan School of Management | MIT OpenCourseWare

Course Info

Instructor

Prof. Rama Ramakrishnan

Departments

Sloan School of Management

As Taught In

Spring 2024

Level

Graduate

Topics

Learning Resource Types

Lecture Videos

Lecture Notes

Programming Assignments

Problem Sets

Problem Set Solutions

Download Course

Lecture Videos

Student presentations on the final day of class were not recorded.

1: Introduction to Neural Networks and Deep Learning; Training Deep NNs

2: Training Deep NNs (cont.); Introduction to Keras/Tensorflow; Application to Tabular Data

3: Deep Learning for Computer Vision – Building Convolutional Neural Networks from Scratch

4: Deep Learning for Computer Vision – Transfer Learning and Fine-Tuning; Intro to HuggingFace

5: Deep Learning for Natural Language – The Basics

6: Deep Learning for Natural Language – Embeddings

7: Deep Learning for Natural Language – Transformers

8: Deep Learning for Natural Language – Transformers, Self-Supervised Learning

9: Generative AI – Large Language Models (LLMs) and Retrieval Augmented Generation (RAG)

10: Generative AI – Adapting LLMs with Parameter-Efficient Fine-Tuning

11: Generative AI – Text-to-Image Models

Course Info

Instructor

Prof. Rama Ramakrishnan

Departments

Sloan School of Management

As Taught In

Spring 2024

Level

Graduate

Topics

Learning Resource Types

Lecture Videos

Lecture Notes

Programming Assignments

Problem Sets

Problem Set Solutions

Download Course

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