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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>ICTP Physics Without Frontiers of Afghanistan – Machine Learning Workshop</title>
<style>
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</head>
<body>
<header>
<h1>Online Machine Learning Workshop <br> ICTP Physics Without Frontiers - Afghanistan
</h1>
<p><strong>Dates:</strong> 29, 30 September and 1 October 2025<br>
<strong>Format:</strong> Online via Zoom<br>
<strong>Reference Time Zone:</strong> Afghanistan Time (AFT, UTC+4:30)
</p>
<p align="center">
<img src="assets/ebri.jpg" alt="EBRI Logo" width="60" style="margin-left:20px;"/>
<img src="assets/logo-ebri.svg" alt="EBRI Logo" width="385" style="margin-left:20px;"/>
<img src="assets/New_white_logo_PWF.png" alt="EBRI Logo" width="380" style="margin-left:20px;"/>
</p>
</header>
<main>
<section>
<h2>Workshop Schedule</h2>
<!-- Day 1 -->
<h3>Day 1: Monday, 29 September 2025</h3>
<p class="note">Focus: Foundational Programming and Data Handling</p>
<table>
<thead>
<tr>
<th>Time (AFT)</th>
<th>Lecturer</th>
<th>Topic</th>
<th>Language</th>
<th>Notebook</th>
</tr>
</thead>
<tbody>
<tr><td>09:30 – 10:00</td><td>Opening Session</td><td>Welcome and Workshop Overview</td><td>Farsi/English</td><td>-</td></tr>
<tr><td>10:00 – 10:45</td><td><a href="https://scholar.google.com/citations?user=O0phq90AAAAJ&hl=en">Ramazan Ali Bahrami</a></td><td>Fundamentals of Python Programming</td><td>Farsi</td><td><a href="https://colab.research.google.com/github/zainabnazari/PWF_workshop_python_notebook/blob/main/Day1/Day1-Session1.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open in Colab"></a></td></tr>
<tr><td>10:45 – 11:30</td><td>-</td><td>Exercises & Breakout</td><td>Farsi</td><td>-</td></tr>
<tr><td>11:30 – 12:15</td><td><a href="https://www.linkedin.com/in/carl-stermann-l%C3%BCcke/">Carl Stermann-Lücke</a>, <a href="https://scholar.google.com/citations?user=TA5ccTEAAAAJ&hl=en">Leila Kalhor</a></td><td>Essential Libraries for Data Manipulation and Analysis with NumPy and Pandas</td><td>Farsi</td><td><a href="https://colab.research.google.com/github/zainabnazari/PWF_workshop_python_notebook/blob/main/Day1/Day1-Session2.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open in Colab"></a></td></tr>
<tr><td>12:15 – 13:00</td><td>-</td><td>Exercises & Breakout</td><td>Farsi</td><td>-</td></tr>
<tr><td>13:00 – 14:00</td><td>-</td><td><strong>Lunch Break</strong></td><td>-</td><td>-</td></tr>
<tr><td>14:00 – 14:45</td><td><a href="https://www.linkedin.com/in/mohammad-eqbal-balaghi/?originalSubdomain=it">Mohammad Eqbal Balaghi</a></td><td>Principles of Data Visualization with Matplotlib and Seaborn</td><td>Farsi</td><td><a href="https://colab.research.google.com/github/zainabnazari/PWF_workshop_python_notebook/blob/main/Day1/Day1-Session3.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open in Colab"></a></td></tr>
<tr><td>14:45 – 15:30</td><td>-</td><td>Exercises & Breakout</td><td>Farsi</td><td>-</td></tr>
<tr><td>15:30 – 16:15</td><td><a href="https://anirbanroy.in/">Anirban Roy</a>, <a href="https://zainabnazari.github.io/">Zainab Nazari</a></td><td>An Introduction to Machine Learning with Scikit-learn</td><td>Farsi</td><td><a href="https://colab.research.google.com/github/zainabnazari/PWF_workshop_python_notebook/blob/main/Day1/Day1-Session4.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open in Colab"></a></td></tr>
<tr><td>16:15 – 17:00</td><td>-</td><td>Exercises & Breakout</td><td>Farsi</td><td>-</td></tr>
</tbody>
</table>
<!-- Day 2 -->
<h3>Day 2: Tuesday, 30 September 2025</h3>
<p class="note">Focus: Core Machine Learning Concepts</p>
<table>
<thead><tr><th>Time (AFT)</th><th>Lecturer</th><th>Topic</th><th>Language</th><th>Notebook</th></tr></thead>
<tbody>
<tr><td>10:00 – 10:45</td><td><a href="https://zainabnazari.github.io/">Zainab Nazari</a></td><td>Supervised Learning: Classification with k-NN and Decision Trees</td><td>Farsi</td><td><a href="https://colab.research.google.com/github/zainabnazari/PWF_workshop_python_notebook/blob/main/Day2/Day2-Session1.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg"></a></td></tr>
<tr><td>10:45 – 11:30</td><td>-</td><td>Exercises & Breakout</td><td>Farsi</td><td>-</td></tr>
<tr><td>11:30 – 12:15</td><td><a href="https://www.linkedin.com/in/baktash-amini-b448a9144/">Baktash Amini</a></td><td>Regression Models and Evaluation Metrics</td><td>Farsi</td><td><a href="https://colab.research.google.com/github/zainabnazari/PWF_workshop_python_notebook/blob/main/Day2/Day2-Session2.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg"></a></td></tr>
<tr><td>12:15 – 13:00</td><td>-</td><td>Exercises & Breakout</td><td>Farsi</td><td>-</td></tr>
<tr><td>13:00 – 14:00</td><td>-</td><td><strong>Lunch Break</strong></td><td>-</td><td>-</td></tr>
<tr><td>13:30 – 14:15</td><td><a href="https://scholar.google.com/citations?user=O0phq90AAAAJ&hl=en">Ramazan Ali Bahrami</a></td><td>Unsupervised Learning: Clustering with k-Means</td><td>Farsi</td><td><a href="https://colab.research.google.com/github/zainabnazari/PWF_workshop_python_notebook/blob/main/Day2/Day2-Session3.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg"></a></td></tr>
<tr><td>14:15 – 15:00</td><td>-</td><td>Exercises & Breakout</td><td>Farsi</td><td>-</td></tr>
<tr><td>15:30 – 16:15</td><td><a href="https://scholar.google.com/citations?user=TA5ccTEAAAAJ&hl=en">Leila Kalhor</a></td><td>Introduction to Neural Networks</td><td>Farsi</td><td><a href="https://colab.research.google.com/github/zainabnazari/PWF_workshop_python_notebook/blob/main/Day2/Day2-Session4.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg"></a></td></tr>
<tr><td>16:15 – 17:00</td><td>-</td><td>Exercises & Breakout</td><td>Farsi</td><td>-</td></tr>
</tbody>
</table>
<!-- Day 3 -->
<h3>Day 3: Wednesday, 1 October 2025</h3>
<p class="note">Focus: Applications of Machine Learning in Physics</p>
<table>
<thead><tr><th>Time (AFT)</th><th>Speaker</th><th>Topic</th><th>Language</th><th>Slides</th></tr></thead>
<tbody>
<tr><td>10:00 – 11:00</td><td><a href="https://scholar.google.com/citations?user=TA5ccTEAAAAJ&hl=en">Leila Kalhor</a></td><td>AI Meets the Dark Universe</td><td>Farsi</td><td>[Slide]</td></tr>
<tr><td>11:15 – 12:15</td><td><a href="https://profiles.sussex.ac.uk/p452244-thomas-stevenson">Thomas Stevenson</a></td><td>Particle Physics and AI </td><td>English</td><td>[Slide]</td></tr>
<tr><td>12:30 – 13:30</td><td><a href="https://stephenserjeant.github.io/">Stephen Serjeant</a></td><td>Machine learning / AI in astronomy</td><td>English</td><td><a href="link-to-slides.pdf">Slide</a> | <a href="https://github.com/zainabnazari/PWF_workshop_python_notebook/blob/main/Day3/Serjeant_abstract.pdf">Abstract</a></td></tr>
<tr><td>13:45 – 14:45</td><td><a href="https://www.nayarafonseca.com/">Nayara Fonseca</a></td><td>Particle Physics and AI</td><td>English</td><td>[Slide]</td></tr>
<tr><td>14:45 – 15:30</td><td>-</td><td><strong>Lunch Break</strong></td><td>-</td><td>-</td></tr>
<tr><td>15:30 – 16:30</td><td><a href="https://sharif.edu/~sraeisi/">Sadegh Raeisi</a></td><td>Applications of Machine Learning in Physics</td><td>Farsi</td><td>[Slide]</td></tr>
<tr><td>16:45 – 17:45</td><td><a href="https://sultan-hassan.github.io/">Sultan Hassan</a></td><td>Computational Astrophysics, Cosmology, ML, and Bayesian Methods</td><td>English</td><td>[Slide]</td></tr>
</tbody>
</table>
</section>
</main>
<footer>
<p>
This workshop is organized under
<a href="https://physicswithoutfrontiers.org/" target="_blank">ICTP</a>
Physics Without Frontiers Afghanistan and European Brain Research Institute
(<a href="https://ebri.it/" target="_blank">EBRI</a>).
<br>
For inquiries, contact <a href="mailto:nazari.zainab@gmail.com">Zainab Nazari</a>.
</p>
</footer>
</body>
</html>