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recommender.html
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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta content="width=device-width, initial-scale=1.0" name="viewport">
<title>Portfolio Details</title>
<meta content="" name="descriptison">
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<header id="header">
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<div class="profile">
<img src="assets/img/profile-img.jpg" alt="" class="img-fluid rounded-circle">
<h1 class="text-light"><a href="index.html">Monika Bagyal</a></h1>
<div class="social-links mt-3 text-center">
<a href="https://github.com/Minsifye" class="github"><i class="bx bxl-github"></i></a>
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<h2>Project Details</h2>
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<img src="assets/img/portfolio/recommender.jpg" class="img-fluid" alt="">
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<div class="portfolio-info">
<h3>Project information</h3>
<ul>
<li><strong>Category</strong>: Recommendations Systems</li>
<li><strong>Project date</strong>: March, 2020</li>
<li><strong>Project URL</strong>: <a href="https://github.com/Minsifye/Recommendations_with_IBM">Github</a></li>
</ul>
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<span>Photo by <a href="https://unsplash.com/@albertrenn?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">albert renn</a> on <a href="https://unsplash.com/s/photos/shoe-shop?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Unsplash</a></span>
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<div class="section-title">
<h2>Recommendations with IBM</h2>
<p>
Building a Recommendation system using IBM Watson studio platform interactions that users have with articles. This project is completed under Udacity Data Scientist Nanodegree Requirement.
</p>
</div>
<div class="row">
<div class="col-lg-6" data-aos="fade-up">
<h3 class="resume-title">Project Requirements</h3>
<div class="resume-item pb-0">
<p><em>Performing given tasks to build a recommendations system.</em></p>
<ul>
<li>Rank Based Recommendations.</li>
<li>User-User Based Collaborative Filtering</li>
<li>Matrix Factorization</li>
</ul>
</div>
<h3 class="resume-title">Skills Required</h3>
<div class="resume-item">
<h5>Python</h5>
<h5>Pandas</h5>
<h5>Matplotlib</h5>
<h5>numPy</h5>
<h5>seaborn</h5>
<h5>Singular Value Decomposition(SVD)</h5>
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<h3 class="resume-title">Techniques</h3>
<div class="resume-item">
<h4>Major Tasks</h4>
<ul>
<li>Performed Data Cleaning.</li>
<li>Exploring the data and performing the necessary tasks required before recommendations.</li>
<li>Finding the most popular articles simply based on most interactions. These articles we might recommend to new users.</li>
<li>Looking at users that are similar in terms of the items they have interacted with. These items could then be recommended to similar users. This would be a step in the right direction towards more personal recommendations for the users.</li>
<li>Finally, using a machine learning approach to building recommendations. Using the user-item interactions, building a matrix decomposition.</li>
</ul>
<p><em> To implement a better recommendation system, we need to combine a content-based and rank based recommendation system on top of the collaborative filtering method. To make sure that all these recommendations results are spot-on, we can use A/B testing. I suppose, if we can get reading-time user data which is time spent reading the article then we can further categorize an extra feature as like/dislike. This new feature can be an added filter process to improve our recommendation system. Completed using Jupyter Notebook. </em></p>
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