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ml_week2.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8" />
<meta
name="viewport"
content="width=device-width, initial-scale=1, shrink-to-fit=no"
/>
<title>Coding club</title>
<link
rel="stylesheet"
type="text/css"
href="https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css"
integrity="sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh"
crossorigin="anonymous"
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rel="stylesheet"
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href="./new_styles/course_week.css"
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<h3 id="cclogoright">Coding Club</h3>
<h3 id="cclogoright" style="font-size: 21px;">IIT Guwahati</h3>
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<div id="courses" class="container-fluid">
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Fast Track to ML
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<div class="col-lg-2 align-self-center" id="one">
<div class="card" id="weeks">
<a href="https://docs.google.com/spreadsheets/d/1JeZhn3hpobXbUNd4LMZswk457yB8gJHdcKtqBuWBLno/edit?usp=drivesdk" target="_blank" class="btn btn-lg btn-block btn-danger" role="button" id="button1">LeaderBoard</a>
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onclick="window.location.href = './ml_week0.html'"
>
Week 0
</button>
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class="week-nav"
onclick="window.location.href = './ml_week1.html'"
>
Week 1
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">
Week 2
</button>
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Week 3
</button>
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Week 4
</button>
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Week 5
</button>
<button class="week-nav" style="border-bottom: none;" onclick="window.location.href = './ml_week6.html'">
Week 6
</button>
</div>
</div>
<div class="col-lg-8" id="two">
<table class="table">
<thead>
<tr>
<th scope="col">Week 2</th>
<th scope="col">Details</th>
<th scope="col">Task 1</th>
<th scope="col">Task 2</th>
<th scope="col">Task 3</th>
</tr>
</thead>
<tbody>
<tr>
<th scope="row">Day 1<br> </th>
<td>
<br>
OPTIMIZATION<br>
</td>
<td ><a href="https://www.youtube.com/watch?v=n-Y0SDSOfUI" target="=_blank">Understanding Optimization</a></td>
<td ><a href="https://www.coursera.org/learn/deep-neural-network/lecture/ZhclI/bias-variance" target="_blank">Bias and Variance</a></td>
<td ><a href="#" ></a></td>
</tr>
<tr>
<th scope="row">Day 2<br> </th>
<td>
TYPES OF OPTIMIZATION<br>
</td>
<td ><a href="https://www.coursera.org/learn/deep-neural-network/home/week/2" target="_blank">Different Techniques of Optimizations </a><br>( all videos )</td>
<td ><a href="#"></a></td>
<td ><a href="#"></a></td>
</tr>
<tr>
<th scope="row">Day 3<br> </th>
<td>
MOVING IN A DEEP NEURAL NETWORK<br>
</td>
<td ><a href="https://www.coursera.org/learn/neural-networks-deep-learning/lecture/znwiG/forward-and-backward-propagation" target="_blank">Forward and Backward propagation</a></td>
<td ><a href="https://drive.google.com/drive/u/0/folders/1-i-h4QP-qYQAsdLxlqndLDHp_vU5SFU2" target="_blank">Implementation from scratch</a><br>{download the notebook}</td>
<td ><a href="#"></a></td>
</tr>
<tr>
<th scope="row">Day 4<br> </th>
<td>
HYPER PARAMETERS<br>
</td>
<td ><a href="https://towardsdatascience.com/understanding-hyperparameters-and-its-optimisation-techniques-f0debba07568" target="_blank">What are Hyper parameters</a><br>{up to types of HyperParameter Techniques}</td>
<td ><a href="https://www.coursera.org/learn/deep-neural-network/home/week/3" target="_blank">Hyper Parameter Tuning</a><br> { 3 videos } </td>
<td ><a href="https://www.youtube.com/watch?v=HdlDYng8g9s" target="_blank">GridSearchCV</a></td>
</tr>
<tr>
<th scope="row">Day 5 <br></th>
<td>
NORMALISATION
</td>
<td ><a href="https://www.youtube.com/watch?v=FDCfw-YqWTE" target="_blank">Introduction</a></td>
<td ><a href="https://www.coursera.org/learn/deep-neural-network/home/week/3" target="_blank">Batch Normalisation</a><br>{ 4 videos }</td>
<td ><a href="#"></a></td>
</tr>
<tr>
<th scope="row">Day 6 <br> </th>
<td>
IMPLEMENTATION TECHNIQUES
</td>
<td ><a href="https://www.youtube.com/watch?v=YKP31T5LIXQ" target="_blank">Implementation using Scikit-learn</a></td>
<td ><a href="https://www.youtube.com/watch?v=MotG3XI2qSs" target="_blank" >Introduction to TensorFlow</a></td>
<td ><a href="#"></a></td>
</tr>
<tr>
<th scope="row">Day 7<br> </th>
<td>
</td>
<td ><a href="#"></a></td>
<td ><a href="#" ></a></td>
<td ><a href="#"></a></td>
</tr>
<tr>
<th scope="row">Day 8<br> Assignment</th>
<td>
Assignment
</td>
<td ><a href="https://forms.gle/1H5uEDeVrDY8GGsv5" target="_blank">Assignment</a></td>
<td ><a href="https://drive.google.com/drive/folders/1ZpPHXyVnTa7toKL-2nWVkoHw_Md6sk6k" target="_blank">Assignment Solution</a></td>
<td ><a href="#"></a></td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
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<p id="font18"><strong>Contacts :</strong></p>
</div>
<div>
<p>
E-mail:
<a href="#" style="color: black; text-decoration: none;"
>
</p>
</div>
<div>
<h6 id="font20"><strong>Address :</strong></h6>
<p>
IIT Guwahati<br />
Near Doul Gobinda Road, Amingaon<br />
North Guwahati, Guwahati,<br />
Assam-781039
</p>
</div>
</div>
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style="text-align: center;"
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<h5 style="margin: 15px;"><strong>Follow us on</strong></h5>
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