OUTLINE:
0:00 - Intro
0:30 - Google RL creates next-gen TPUs
2:15 - Facebook launches NetHack challenge
3:50 - OpenAI mitigates bias by fine-tuning
9:05 - Google AI releases browseable reconstruction of human cortex
9:50 - GPT-J 6B Transformer in JAX
12:00 - Tensorflow launches Forum
13:50 - Text style transfer from a single word
15:45 - ALiEn artificial life simulator

My Video on Chip Placement: https://youtu.be/PDRtyrVskMU

References:
RL creates next-gen TPUs
https://www.nature.com/articles/s41586-021-03544-w
https://www.youtube.com/watch?v=PDRtyrVskMU
Facebook launches NetHack challenge
https://ai.facebook.com/blog/l....aunching-the-nethack
Mitigating bias by fine-tuning
https://openai.com/blog/improv....ing-language-model-b
Human Cortex 3D Reconstruction
https://ai.googleblog.com/2021..../06/a-browsable-peta
GPT-J: An open-source 6B transformer
https://arankomatsuzaki.wordpr....ess.com/2021/06/04/g
https://6b.eleuther.ai/
https://github.com/kingoflolz/....mesh-transformer-jax
Tensorflow launches "Forum"
https://discuss.tensorflow.org/
Text style transfer from single word
https://ai.facebook.com/blog/a....i-can-now-emulate-te
ALiEn Life Simulator
https://github.com/chrxh/alien

Links:
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In this last video of these TensorFlow tutorials we are going to build a model that can classify if a skin lesion is either benign (unharmful) or if it is malignant (actually cancer). This is a great example of a beginner project in TensorFlow and I very much hope that after following these TensorFlow tutorials you feel you are ready to start tackling your own projects.

Download ISIC dataset:
https://challenge2019.isic-archive.com/data.html

Lectures by Andrew Ng on Imbalanced Datasets:
https://youtu.be/wGw6R8AbcuI
https://youtu.be/W5meQnGACGo

I learned a lot and was inspired to make these TensorFlow videos by the TensorFlow Specialization on Coursera. Below you'll find both affiliate and non-affiliate links, the pricing for you is the same but a small commission goes back to the channel if you buy it through the affiliate link.
affiliate: https://bit.ly/3t3tgI5
non-affiliate: https://bit.ly/3kZgN5B

GitHub Repository:
https://github.com/aladdinpers....son/Machine-Learning

✅ Equipment I use and recommend:
https://www.amazon.com/shop/aladdinpersson

❤️ Become a Channel Member:
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LinkedIn - https://www.linkedin.com/in/al....addin-persson-a95384
GitHub - https://github.com/aladdinpersson

TensorFlow Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

OUTLINE:
0:00 - Introduction
0:44 - Dataset overview
4:51 - Preprocess script
11:31 - Setup model and training
20:12 - Introducing better metrics
24:11 - ROC curve
27:06 - Evaluation and Ending

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