Pen and Paper Exercises in Machine Learning
2022/06/27 by Michael U. Gutmann, Gutmann, Michael U. · 25 voices
Computer Science · #Neural Networks and Applications
paper · pdf · doi:10.48550/arxiv.2206.13446
Abstract
This is a collection of (mostly) pen-and-paper exercises in machine learning. The exercises are on the following topics: linear algebra, optimisation, directed graphical models, undirected graphical models, expressive power of graphical models, factor graphs and message passing, inference for hidden Markov models, model-based learning (including ICA and unnormalised models), sampling and Monte-Carlo integration, and variational inference.
Discussions
- Pen and Paper Exercises in Machine Learning (2022) [hn, 413 points, 58 comments]
- Pen and paper exercises in machine learning (2021) [hn, 371 points, 55 comments]
- Pen and Paper Exercises in Machine Learning #ai #aipaper #machinelearning [bsky, 1 points, 0 comments]
- A very good machine learning reference arxiv.org/pdf/2206.13446 [bsky, 1 points, 0 comments]
- Pen and Paper Exercises in Machine Learning (2022) https://arxiv.org/abs/2206.13446 arxiv.org [bsky, 1 points, 0 comments]
- writing this so I can also find it again. Pen and Paper exercises in ML *WITH SOLUTIONS* By Michael Gutmann arxiv.org/abs/2206.13446 [bsky, 1 points, 0 comments]
- Pen and Paper Exercises in Machine Learning [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning #HackerNews https://arxiv.org/abs/2206.13446 [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning (2022) https://arxiv.org/abs/2206.13446 https://news.ycombinator.com/item?id=43440267 [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning https://arxiv.org/abs/2206.13446 (https://news.ycombinator.com/item?id=43440267) [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning (2022) https://arxiv.org/abs/2206.13446 [comments] [367 points] [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning (2022) https://arxiv.org/abs/2206.13446 [bsky, 0 points, 0 comments]
- ⚡ Hackernews Top story: Pen and Paper Exercises in Machine Learning [bsky, 0 points, 0 comments]
- https://bsky.app/profile/news.ycombinator.com.web.brid.gy/post/3lkwlhsfslzg2 [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning (2022) https://arxiv.org/abs/2206.13446 (http://news.ycombinator.com/item?id=43440267) [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning (2022) https://arxiv.org/abs/2206.13446 (http://news.ycombinator.com/item?id=43440267) [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning (arxiv.org) Main Link | Discussion [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning. https://arxiv.org/abs/2206.13446 #mathematics #machinelearning #arxiv #education [bsky, 0 points, 0 comments]
- 4. "Pen & Paper Exercises in Machine Learning"(Gutmann, 2022): arxiv.org/pdf/2206.13446 I’m not sure if I’ll go through the whole book, but it looks fun—maybe also for a study group? [bsky, 0 points, 1 comments]
- Упражнения с карандашом и бумагой в машинном обучении #ai #aipaper #machinelearning [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning view on hacker news [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning https:// arxiv.org/abs/2206.13446 # HackerNews # Pen # and # Paper # Exercises # in # Machine # Learning # arxiv # MachineLearning # Education # AIResearch [mastodon, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning (2022) https://arxiv.org/abs/2206.13446 (https://news.ycombinator.com/item?id=43440267) [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning https://arxiv.org/abs/2206.13446 (https://news.ycombinator.com/item?id=43440267) [bsky, 0 points, 0 comments]
- Pen and Paper Exercises in Machine Learning. https:// arxiv.org/abs/2206.13446 # mathematics # machinelearning # arxiv # education [mastodon, 0 points, 0 comments]
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