Learn · Hands-On Deep Learning

Lecture 3 of 11Lecture Videos

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

Prof. Rama Ramakrishnan · Massachusetts Institute of Technology

At MIT OpenCourseWare Transcript

Credits and licence

From
Hands-On Deep Learning, Massachusetts Institute of Technology (at MIT OpenCourseWare)
Licence
CC BY-NC-SA 4.0, as MIT OpenCourseWare states it. Non-commercial use only.
Attribution
Prof. Rama Ramakrishnan. Hands-On Deep Learning. Spring 2024. Massachusetts Institute of Technology: MIT OpenCourseWare, https://ocw.mit.edu/. License: Creative Commons BY-NC-SA.
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All the lectures

  1. 1: Introduction to Neural Networks and Deep Learning; Training Deep NNs Video
  2. 2: Training Deep NNs (cont.); Introduction to Keras/Tensorflow; Application to Tabular Data Video
  3. 3: Deep Learning for Computer Vision – Building Convolutional Neural Networks from Scratch Video
  4. 4: Deep Learning for Computer Vision – Transfer Learning and Fine-Tuning; Intro to HuggingFace Video
  5. 5: Deep Learning for Natural Language – The Basics Video
  6. 6: Deep Learning for Natural Language – Embeddings Video
  7. 7: Deep Learning for Natural Language – Transformers Video
  8. 8: Deep Learning for Natural Language – Transformers, Self-Supervised Learning Video
  9. 9: Generative AI – Large Language Models (LLMs) and Retrieval Augmented Generation (RAG) Video
  10. 10: Generative AI – Adapting LLMs with Parameter-Efficient Fine-Tuning Video
  11. 11: Generative AI – Text-to-Image Models Video