Record · corpus.blog/posts/01a08759-4cae-730e-85a8-afb1604103f6

AI Learning Resources

bribri · published 9 December 2022

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https://www.coursera.org/specializations/machine-learning-introduction

coursera.org

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deeplearning.ai

https://course.fast.ai/

course.fast.ai

https://www.deeplearning.ai/courses/natural-language-processing-specialization/

deeplearning.ai

https://www.deeplearning.ai/courses/tensorflow-data-and-deployment-specialization/

deeplearning.ai

https://www.deeplearning.ai/courses/generative-adversarial-networks-gans-specialization/

deeplearning.ai

https://www.deeplearning.ai/courses/tensorflow-advanced-techniques-specialization/

deeplearning.ai

https://www.deeplearning.ai/courses/machine-learning-engineering-for-production-mlops/

deeplearning.ai

https://www.deeplearning.ai/courses/practical-data-science-specialization/

deeplearning.ai

https://huggingface.co/course/chapter1/1

huggingface.co

https://github.com/huggingface/diffusion-models-class

github.com

https://github.com/huggingface/deep-rl-class

github.com

https://stable-baselines3.readthedocs.io/en/master/

stable-baselines3.readthedocs.io

https://github.com/DLR-RM/rl-baselines3-zoo

github.com

https://samplefactory.dev/

samplefactory.dev

https://github.com/vwxyzjn/cleanrl

github.com

https://huggingface.co/spaces/ThomasSimonini/SnowballFight

huggingface.co

https://huggingface.co/spaces/ThomasSimonini/Huggy

huggingface.co

https://minerl.readthedocs.io/en/latest/

minerl.readthedocs.io

https://vizdoom.cs.put.edu.pl/

vizdoom.cs.put.edu.pl

https://gymnasium.farama.org/environments/atari/

gymnasium.farama.org

https://github.com/bulletphysics/bullet3

github.com

https://karpathy.ai/zero-to-hero.html

karpathy.ai

https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi

youtube.com

https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab

youtube.com

https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr

youtube.com

https://www.youtube.com/playlist?list=PLZHQObOWTQDMOGOhvk3y_IXJF-O0Jt6lk

youtube.com

https://a.co/d/fOBe9wy

a.co

https://a.co/d/i0ZpwDy

a.co

https://a.co/d/69tMYZB

a.co

https://a.co/d/dWTNNj8

a.co

https://a.co/d/ipkNz6T

a.co

https://a.co/d/8ogyjPZ

a.co

https://www.amazon.com/Deep-Learning-Scratch-Building-Principles/dp/1492041416

amazon.com

https://www.amazon.com/Generative-Deep-Learning-Teaching-Machines/dp/1492041947

amazon.com

https://www.amazon.com/Introducing-MLOps-Machine-Learning-Enterprise/dp/1492083291

amazon.com

https://www.amazon.com/Introduction-Statistical-Learning-Applications-Statistics-dp-1071614177/dp/1071614177/ref=dp_ob_title_bk

amazon.com

https://www.statlearning.com/

statlearning.com

https://web.archive.org/web/20250526124610/https://ai.berkeley.edu/course_schedule.html

web.archive.org

https://www.amazon.com/Artificial-Intelligence-Modern-Approach-3rd/dp/0136042597

amazon.com

Artificial Intelligence: A Modern Approach Read at the source ↗

aima.cs.berkeley.edu

https://www.amazon.com/dp/0521775019?tag=bsunter06-20

amazon.com

https://www.amazon.com/Probability-Enthusiastic-Beginner-David-Morin/dp/1523318678

amazon.com

https://hastie.su.domains/ElemStatLearn/

hastie.su.domains

https://www.amazon.com/dp/1482253445?tag=bsunter06-20

amazon.com

https://www.microsoft.com/en-us/research/publication/pattern-recognition-machine-learning/

microsoft.com

https://www.deeplearningbook.org/

deeplearningbook.org

https://www.amazon.com/Reinforcement-Learning-Introduction-Adaptive-Computation/dp/0262039249/ref=dp_ob_title_bk

amazon.com

http://incompleteideas.net/book/the-book-2nd.html

incompleteideas.net

https://arxiv.org/abs/1412.6980

arxiv.org

https://arxiv.org/abs/1502.03167

arxiv.org

https://arxiv.org/abs/1506.01497

arxiv.org

https://arxiv.org/abs/1409.0473

arxiv.org

https://www.nature.com/articles/nature14236

nature.com

https://www.nature.com/articles/nature16961

nature.com

https://arxiv.org/abs/1511.06434

arxiv.org

https://arxiv.org/abs/1609.02907

arxiv.org

https://arxiv.org/abs/1412.6572

arxiv.org

https://proceedings.neurips.cc/paper/2012/file/c399862d3b9d6b76c8436e924a68c45b-Paper.pdf

proceedings.neurips.cc

https://arxiv.org/abs/1512.03385v1

arxiv.org

https://arxiv.org/abs/1706.03762

arxiv.org

https://news.ycombinator.com/item?id=1055389

news.ycombinator.com

https://www.amazon.com/Superintelligence-Dangers-Strategies-Nick-Bostrom-ebook/dp/B00LOOCGB2/ref=tmm_kin_swatch_0?_encoding=UTF8&qid=&sr=

amazon.com

http://cs231n.stanford.edu/2016/

cs231n.stanford.edu

https://www.amazon.com/First-Course-Probability-9th/dp/032179477X

amazon.com

http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.HomePage

web4.cs.ucl.ac.uk

https://d2l.ai/

d2l.ai

https://www.amazon.com/Principles-Mathematical-Analysis-International-Mathematics/dp/007054235X

amazon.com

https://www.amazon.com/Probability-Random-Processes-Geoffrey-Grimmett/dp/0198572220

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https://www.amazon.com/Statistical-Inference-George-Casella/dp/0534243126

amazon.com

https://greenteapress.com/thinkstats/

greenteapress.com