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19 changes: 11 additions & 8 deletions _build/html/_sources/intro.md
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# {ml-nn-zero2hero}

:::{admonition} Disclaimer
:class: warning
All the rights of these codes and resources belong to their original authors. I am compiling a collection for self-learning purposes and to build tools by myself using the knowledge.
:::

Welcome to **Collection of notes on {ml.nn-zero2hero}**. This repository includes notes and learnings following the Youtube Playlist on [nn_zero_to_hero](https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ) guide by Andrej Karpathy and the open-source notebooks available from the book on [Hands-On Machine Learning and Deep Learning](https://www.oreilly.com/library/view/hands-on-machine-learning/9781098125967/) by Aurelien Geron. Personally, I found these to be two of the best resources available on this subject, purely from an applied learning stand point. For great visual understanding, the videos on the Youtube Channel [3Blue1Brown](https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi) are quite helpful as well.

Other resources include (but not limited to),
Expand All @@ -25,13 +30,11 @@ The goals of this collection of notebooks are to:
- [Mathematics for Machine Learning](https://mml-book.github.io/book/mml-book.pdf) Marc Peter Deisenroth, A. Aldo Faisal and Cheng Soon Ong
- Jupyter – These notebooks are based on Jupyter. You can run these notebooks in just one click using Google Colaboratory

#### Packages
- numpy
- matplotlib
- pandas
- scikit-learn
- tensorflow2
- keras
```{button-ref} notebooks/00/00.md
:ref-type: doc
:color: primary
:class: sd-rounded-pill float-left
```{tableofcontents}
Get started
```
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## Section 00 - Things Before Diving In

### Packages
- numpy
- matplotlib
- pandas
- scikit-learn
- tensorflow2
- keras

```{tableofcontents}
```
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## Section 01 - Exploring for Machine Learning

### Notebook 1.1 - Learning about the ML landscape
### Notebook 1.2 - End-to-end ML project
### Notebook 1.2 - End-to-end ML project

```{tableofcontents}
```
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Expand Up @@ -426,12 +426,7 @@ <h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#pre-requisites">Pre-requisites</a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#packages">Packages</a><ul class="nav section-nav flex-column">
</ul>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#pre-requisites">Pre-requisites</a></li>
</ul>
</nav>
</div>
Expand All @@ -445,6 +440,10 @@ <h2> Contents </h2>

<section class="tex2jax_ignore mathjax_ignore" id="ml-nn-zero2hero">
<h1>{ml-nn-zero2hero}<a class="headerlink" href="#ml-nn-zero2hero" title="Link to this heading">#</a></h1>
<div class="warning admonition">
<p class="admonition-title">Disclaimer</p>
<p>All the rights of these codes and resources belong to their original authors. I am compiling a collection for self-learning purposes and to build tools by myself using the knowledge.</p>
</div>
<p>Welcome to <strong>Collection of notes on {ml.nn-zero2hero}</strong>. This repository includes notes and learnings following the Youtube Playlist on <a class="reference external" href="https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ">nn_zero_to_hero</a> guide by Andrej Karpathy and the open-source notebooks available from the book on <a class="reference external" href="https://www.oreilly.com/library/view/hands-on-machine-learning/9781098125967/">Hands-On Machine Learning and Deep Learning</a> by Aurelien Geron. Personally, I found these to be two of the best resources available on this subject, purely from an applied learning stand point. For great visual understanding, the videos on the Youtube Channel <a class="reference external" href="https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi">3Blue1Brown</a> are quite helpful as well.</p>
<p>Other resources include (but not limited to),</p>
<ul class="simple">
Expand Down Expand Up @@ -475,58 +474,19 @@ <h2>Pre-requisites<a class="headerlink" href="#pre-requisites" title="Link to th
</li>
<li><p>Jupyter – These notebooks are based on Jupyter. You can run these notebooks in just one click using Google Colaboratory</p></li>
</ul>
<section id="packages">
<h3>Packages<a class="headerlink" href="#packages" title="Link to this heading">#</a></h3>
<ul class="simple">
<li><p>numpy</p></li>
<li><p>matplotlib</p></li>
<li><p>pandas</p></li>
<li><p>scikit-learn</p></li>
<li><p>tensorflow2</p></li>
<li><p>keras</p></li>
</ul>
<p><span class="sd-sphinx-override sd-btn sd-text-wrap sd-btn-primary sd-rounded-pill float-left">
Get started</span></p>
</section>
<div class="toctree-wrapper compound">
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Pre-requisites</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/00/00.html">Section 00 - Things Before Diving In</a></li>
</ul>
</div>
<div class="toctree-wrapper compound">
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Machine Learning</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/01/01.html">Section 01 - Exploring for Machine Learning</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/02/02.html">Section 02</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/03/03.html">Section 03</a></li>
<li class="toctree-l1"><a class="reference external" href="https://github.com/ageron/handson-ml3">github:handson-ml</a></li>
</ul>
</div>
<div class="toctree-wrapper compound">
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Deep Learning</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/07/07.html">Section 07</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/08/08.html">Section 08</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/09/09.html">Section 09</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/10/10.html">Section 10</a></li>
<li class="toctree-l1"><a class="reference external" href="https://github.com/ageron/handson-ml3">github:handson-ml</a></li>
</ul>
</div>
<div class="toctree-wrapper compound">
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Neural Networks</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/04/04.html">Section 04</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/05/05.html">Section 05</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/06/06.html">Section 06</a></li>
<li class="toctree-l1"><a class="reference external" href="https://github.com/karpathy/nn-zero-to-hero">github:nn-zero-to-hero</a></li>
</ul>
</div>
<div class="toctree-wrapper compound">
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Other Notes</span></p>
<ul>
<li class="toctree-l1"><a class="reference external" href="https://jupyterbook.org/en/stable/start/your-first-book.html">jupyter-books</a></li>
</ul>
</div>
</section>
</section>
</section>

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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#pre-requisites">Pre-requisites</a></li>
</ul>
</nav></div>

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</div>
Expand All @@ -418,6 +420,14 @@ <h1>Section 00 - Things Before Diving In</h1>
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<div>
<h2> Contents </h2>
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</ul>
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</div>
</div>
</div>
Expand All @@ -429,8 +439,23 @@ <h1>Section 00 - Things Before Diving In</h1>

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<h1>Section 00 - Things Before Diving In<a class="headerlink" href="#section-00-things-before-diving-in" title="Link to this heading">#</a></h1>
<section id="packages">
<h2>Packages<a class="headerlink" href="#packages" title="Link to this heading">#</a></h2>
<ul class="simple">
<li><p>numpy</p></li>
<li><p>matplotlib</p></li>
<li><p>pandas</p></li>
<li><p>scikit-learn</p></li>
<li><p>tensorflow2</p></li>
<li><p>keras</p></li>
</ul>
<div class="toctree-wrapper compound">
<ul>
<li class="toctree-l1"><a class="reference internal" href="NB_0_1.html">Section 0.1 - Mathematics for Machine Learning</a></li>
<li class="toctree-l1"><a class="reference internal" href="NB_0_2.html">Section 0.2 - Scientific Python with NumPy, matplotlib and pandas</a></li>
</ul>
</div>
</section>
</section>

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</section>
<section id="notebook-1-2-end-to-end-ml-project">
<h2>Notebook 1.2 - End-to-end ML project<a class="headerlink" href="#notebook-1-2-end-to-end-ml-project" title="Link to this heading">#</a></h2>
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