This handbook accompanies the course: Machine Learning with Hung-Yi Lee

Overview

learning-machine

Strait forward machine learning based on answers and intuition for machine learners

Website Cleanup

This handbook accompanies the course: Machine Learning with Hung-Yi Lee

Logo

Whoever fights monsters should see to it that in the process he does not become a monster. And if you gaze long enough into an abyss, the abyss will gaze back into you. And in order to tame machine learning, one mush first know how to learn machine. --- Me, 2021

Where does the logo come from?

The logo is made with Inkscape and the following meme. Comic

Why this book?

There are many resources for machine learning on the internet. However, most of them are either

  1. Too long. It takes half an hour just to read through.

  2. Too math heavy. It takes you forever to understand.

  3. Too confusing. The concepts are not strait-forward.

This book aims to solve all of that. It tries to be as concise but easy to grasp as possible.

Who is this book for?

This book is for learners who want to quickly grasp an idea, without diving deep into a topic (it takes way too long!). The book is a handbook for people who want to preserve their time.

If you find this book helpful, please consider starring (★) this repository!

Disclaimer

This book assumes that you have at least some basic understanding of programming.

Index

Contributing

We take openness and inclusiveness very seriously. We have adopted the following code of conduct.

Contributor code of conduct

Comments
  • Wrong reference in README

    Wrong reference in README

    It's seems README.md#L59 is wrong . 59- [Auto Regression](./book/tasks/regression/regression.ipynb) should be changed to 59- [Auto Regression](./book/tasks/regression/auto/auto.ipynb)

    opened by Eridanus117 1
  • Bump certifi from 2022.9.24 to 2022.12.7

    Bump certifi from 2022.9.24 to 2022.12.7

    Bumps certifi from 2022.9.24 to 2022.12.7.

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  • Bump pillow from 9.0.1 to 9.3.0

    Bump pillow from 9.0.1 to 9.3.0

    Bumps pillow from 9.0.1 to 9.3.0.

    Release notes

    Sourced from pillow's releases.

    9.3.0

    https://pillow.readthedocs.io/en/stable/releasenotes/9.3.0.html

    Changes

    ... (truncated)

    Changelog

    Sourced from pillow's changelog.

    9.3.0 (2022-10-29)

    • Limit SAMPLESPERPIXEL to avoid runtime DOS #6700 [wiredfool]

    • Initialize libtiff buffer when saving #6699 [radarhere]

    • Inline fname2char to fix memory leak #6329 [nulano]

    • Fix memory leaks related to text features #6330 [nulano]

    • Use double quotes for version check on old CPython on Windows #6695 [hugovk]

    • Remove backup implementation of Round for Windows platforms #6693 [cgohlke]

    • Fixed set_variation_by_name offset #6445 [radarhere]

    • Fix malloc in _imagingft.c:font_setvaraxes #6690 [cgohlke]

    • Release Python GIL when converting images using matrix operations #6418 [hmaarrfk]

    • Added ExifTags enums #6630 [radarhere]

    • Do not modify previous frame when calculating delta in PNG #6683 [radarhere]

    • Added support for reading BMP images with RLE4 compression #6674 [npjg, radarhere]

    • Decode JPEG compressed BLP1 data in original mode #6678 [radarhere]

    • Added GPS TIFF tag info #6661 [radarhere]

    • Added conversion between RGB/RGBA/RGBX and LAB #6647 [radarhere]

    • Do not attempt normalization if mode is already normal #6644 [radarhere]

    ... (truncated)

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  • Bump nbconvert from 6.4.2 to 6.5.1

    Bump nbconvert from 6.4.2 to 6.5.1

    Bumps nbconvert from 6.4.2 to 6.5.1.

    Release notes

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    Release 6.5.1

    No release notes provided.

    6.5.0

    What's Changed

    New Contributors

    Full Changelog: https://github.com/jupyter/nbconvert/compare/6.4.5...6.5

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  • Bump lxml from 4.8.0 to 4.9.1

    Bump lxml from 4.8.0 to 4.9.1

    Bumps lxml from 4.8.0 to 4.9.1.

    Changelog

    Sourced from lxml's changelog.

    4.9.1 (2022-07-01)

    Bugs fixed

    • A crash was resolved when using iterwalk() (or canonicalize()) after parsing certain incorrect input. Note that iterwalk() can crash on valid input parsed with the same parser after failing to parse the incorrect input.

    4.9.0 (2022-06-01)

    Bugs fixed

    • GH#341: The mixin inheritance order in lxml.html was corrected. Patch by xmo-odoo.

    Other changes

    • Built with Cython 0.29.30 to adapt to changes in Python 3.11 and 3.12.

    • Wheels include zlib 1.2.12, libxml2 2.9.14 and libxslt 1.1.35 (libxml2 2.9.12+ and libxslt 1.1.34 on Windows).

    • GH#343: Windows-AArch64 build support in Visual Studio. Patch by Steve Dower.

    Commits
    • d01872c Prevent parse failure in new test from leaking into later test runs.
    • d65e632 Prepare release of lxml 4.9.1.
    • 86368e9 Fix a crash when incorrect parser input occurs together with usages of iterwa...
    • 50c2764 Delete unused Travis CI config and reference in docs (GH-345)
    • 8f0bf2d Try to speed up the musllinux AArch64 build by splitting the different CPytho...
    • b9f7074 Remove debug print from test.
    • b224e0f Try to install 'xz' in wheel builds, if available, since it's now needed to e...
    • 897ebfa Update macOS deployment target version from 10.14 to 10.15 since 10.14 starts...
    • 853c9e9 Prepare release of 4.9.0.
    • d3f77e6 Add a test for https://bugs.launchpad.net/lxml/+bug/1965070 leaving out the a...
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  • Bump jupyter-server from 1.13.5 to 1.15.4

    Bump jupyter-server from 1.13.5 to 1.15.4

    Bumps jupyter-server from 1.13.5 to 1.15.4.

    Release notes

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    v1.15.3

    1.15.3

    (Full Changelog)

    Bugs fixed

    Maintenance and upkeep improvements

    Contributors to this release

    (GitHub contributors page for this release)

    @​blink1073 | @​codecov-commenter | @​minrk

    v1.15.2

    1.15.2

    (Full Changelog)

    Bugs fixed

    Maintenance and upkeep improvements

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    @​blink1073 | @​minrk | @​Zsailer

    v1.15.1

    1.15.1

    (Full Changelog)

    ... (truncated)

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    Changelog

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    2.0.0a1

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    2.0.0a0

    (Full Changelog)

    New features added

    Enhancements made

    • Add the root_dir value to the logging message in case of non compliant preferred_dir #804 (@​echarles)
    • Hydrate a Kernel Manager when calling GatewayKernelManager.start_kernel with a kernel_id #788 (@​Zsailer)
    • Remove terminals in favor of jupyter_server_terminals extension #651 (@​Zsailer)

    Bugs fixed

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    ... (truncated)

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  • Bump notebook from 6.4.8 to 6.4.12

    Bump notebook from 6.4.8 to 6.4.12

    Bumps notebook from 6.4.8 to 6.4.12.

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  • Bump notebook from 6.4.8 to 6.4.10

    Bump notebook from 6.4.8 to 6.4.10

    Bumps notebook from 6.4.8 to 6.4.10.

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  • Bump jupyter-server from 1.13.5 to 1.15.4

    Bump jupyter-server from 1.13.5 to 1.15.4

    Bumps jupyter-server from 1.13.5 to 1.15.4.

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    v1.15.3

    1.15.3

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    @​blink1073 | @​codecov-commenter | @​minrk

    v1.15.2

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    v1.15.1

    1.15.1

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    ... (truncated)

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    Changelog

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    1.15.6

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    Bugs fixed

    • Missing warning when no authorizer in found ZMQ handlers #744 (@​Zsailer)

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    1.15.5

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    • Relax type checking on ExtensionApp.serverapp #739 (@​minrk)
    • raise no-authorization warning once and allow disabled authorization #738 (@​Zsailer)

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    1.15.3

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