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Udemy - Self-Supervised Learning [Includes SimCLR + Python Coding]

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Udemy - Self-Supervised Learning [Includes SimCLR + Python Coding] (Size: 2.1 GB)
  1. An Introduction to the Course.mp4 54.3 MB
  1. An Introduction to the Course.srt 8.6 KB
  1. Labeling Challenges.mp4 121.3 MB
  1. Labeling Challenges.srt 15.1 KB
  1. Self-Supervised Learning.mp4 282.3 MB
  1. Self-Supervised Learning.srt 36.4 KB
  1. Supervised Learning.mp4 261.9 MB
  1. Supervised Learning.srt 31 KB
  1.1 ssl_section01_lecture01.ipynb 7 KB
  1.1 ssl_section02_lecture03.ipynb 10.1 KB
  1.1 ssl_section03_lecture05.ipynb 18.5 KB
  1.1 ssl_section04_lecture06.ipynb 14.6 KB
  2. Lecture 01 Quiz.html 204.8 B
  2. Lecture 03 Quiz.html 204.8 B
  2. Lecture 05 Quiz.html 204.8 B
  2. Lecture 06 Quiz.html 204.8 B
  3. Python Notebooks.mp4 71.4 MB
  3. Python Notebooks.srt 10.8 KB
  3. Supervised Contrastive Pretext, Experiment 1.mp4 294.4 MB
  3. Supervised Contrastive Pretext, Experiment 1.srt 37.7 KB
  3. Transfer Learning & Fine-Tuning.mp4 188.8 MB
  3. Transfer Learning & Fine-Tuning.srt 26.6 KB
  3.1 ssl_section01_lecture02.ipynb 3.6 KB
  3.1 ssl_section02_lecture04.ipynb 13.6 KB
  3.1 ssl_section04_lecture07.ipynb 19.7 KB
  4. Lecture 02 Quiz.html 204.8 B
  4. Lecture 04 Quiz.html 204.8 B
  4. Lecture 07 Quiz.html 204.8 B
  5. Supervised Contrastive Pretext, Experiment 2.mp4 197.4 MB
  5. Supervised Contrastive Pretext, Experiment 2.srt 25.8 KB
  5.1 ssl_section04_lecture08.ipynb 20.1 KB
  6. Lecture 08 Quiz.html 204.8 B
  7. SimCLR, An UnSupervised Contrastive Pretext Model.mp4 381.5 MB
  7. SimCLR, An UnSupervised Contrastive Pretext Model.srt 53.1 KB
  7.1 ssl_section04_lecture09.ipynb 11.4 KB
  8. SimCLR Experiment.mp4 250.6 MB
  8. SimCLR Experiment.srt 31.4 KB
  8.1 ssl_section04_lecture10.ipynb 24.8 KB
  Bonus Resources.txt 409.6 B
  Get Bonus Downloads Here.url 204.8 B
  ▲ 40 total files

Description


Self-Supervised Learning [Includes SimCLR + Python Coding]
https://DevCourseWeb.com

Published 06/2022
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 10 lectures (4h 23m) | Size: 2.1 GB

Self-Supervised Learning Including Supervised & Unsupervised (SimCLR) Contrastive Learning

What you'll learn
Self-Supervised Learning Techniques
Supervised & Unsupervised Contrastive Learning
SimCLR Model of Chen et al. (2020)
Examples of Self-Supervised Learning in Image and Temporal Data Using TensorFlow in Python

Requirements
Python 3+ Programming Skills
Machine Learning Knowledge
Familiarity with TensorFlow 2.X
A Gmail & a Web Browser (Preferably Google Chrome)

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