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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>Data Analytics Python - Portfolio</title>
<script src="https://cdn.tailwindcss.com"></script>
<script>
tailwind.config = {
theme: {
extend: {
colors: {
'github': '#24292e',
'jupyter': '#f37626'
}
}
}
}
</script>
</head>
<body class="bg-gray-50 min-h-screen">
<!-- Header -->
<header class="bg-white shadow-sm border-b border-gray-200">
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-6">
<div class="text-center">
<h1 class="text-4xl font-bold text-gray-900 mb-2">
📊 Data Analytics Python Portfolio
</h1>
<p class="text-lg text-gray-600 mb-2">
Comprehensive collection of data science, machine learning, and analytics projects
</p>
<p class="text-sm text-gray-500">
Generated on June 14, 2025 • 133 Total Projects
</p>
</div>
</div>
</header> <main class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
<!-- About Me Section -->
<section class="mb-12 bg-white rounded-lg shadow-sm border border-gray-200 overflow-hidden">
<div class="bg-gradient-to-r from-blue-600 to-indigo-600 px-6 py-8">
<div class="flex items-center space-x-6">
<div class="w-20 h-20 bg-white rounded-full flex items-center justify-center text-3xl font-bold text-blue-600">
MS
</div>
<div class="text-white">
<h2 class="text-2xl font-bold mb-2">Mohammad Sayem Chowdhury</h2>
<p class="text-blue-100 text-lg">Data Scientist & Machine Learning Engineer</p>
</div>
</div>
</div>
<div class="p-6">
<div class="grid grid-cols-1 lg:grid-cols-3 gap-6">
<div class="lg:col-span-2">
<h3 class="text-lg font-semibold text-gray-900 mb-3">About Me</h3>
<p class="text-gray-600 mb-4 leading-relaxed">
Passionate data scientist with expertise in machine learning, natural language processing, and advanced analytics.
I specialize in transforming complex data into actionable insights through innovative analytical approaches and
cutting-edge technology solutions.
</p>
<p class="text-gray-600 mb-4 leading-relaxed">
My work spans across various domains including predictive modeling, NLP applications, interactive data
visualization, and end-to-end machine learning pipeline development. I'm particularly interested in solving
real-world problems through data-driven decision making and advanced statistical modeling.
</p>
<p class="text-gray-600 leading-relaxed">
<em>"Data is the new oil, but analytics is the refinery."</em> - This philosophy drives my approach to
extracting meaningful value from data and creating solutions that make a real impact.
</p>
</div>
<div class="space-y-4">
<div>
<h4 class="font-semibold text-gray-900 mb-2">🎓 Expertise</h4>
<div class="flex flex-wrap gap-2">
<span class="bg-blue-100 text-blue-800 text-xs px-2 py-1 rounded">Machine Learning</span>
<span class="bg-green-100 text-green-800 text-xs px-2 py-1 rounded">Data Science</span>
<span class="bg-purple-100 text-purple-800 text-xs px-2 py-1 rounded">NLP</span>
<span class="bg-yellow-100 text-yellow-800 text-xs px-2 py-1 rounded">Python</span>
<span class="bg-red-100 text-red-800 text-xs px-2 py-1 rounded">Deep Learning</span>
<span class="bg-indigo-100 text-indigo-800 text-xs px-2 py-1 rounded">SQL</span>
</div>
</div>
<div>
<h4 class="font-semibold text-gray-900 mb-2">📊 Portfolio Stats</h4>
<div class="text-sm text-gray-600 space-y-1">
<div class="flex justify-between">
<span>Total Projects:</span>
<span class="font-medium">133</span>
</div>
<div class="flex justify-between">
<span>ML Models:</span>
<span class="font-medium">25+</span>
</div>
<div class="flex justify-between">
<span>NLP Projects:</span>
<span class="font-medium">35+</span>
</div>
<div class="flex justify-between">
<span>Visualizations:</span>
<span class="font-medium">20+</span>
</div>
</div>
</div>
<div>
<h4 class="font-semibold text-gray-900 mb-2">🔗 Connect</h4>
<div class="space-y-2">
<a href="mailto:m.sayem.c@gmail.com" class="flex items-center text-sm text-gray-600 hover:text-blue-600 transition-colors">
<span class="mr-2">📧</span> m.sayem.c@gmail.com
</a>
<a href="https://www.linkedin.com/in/mohammad-sayem-chowdhury-a3384b80" target="_blank" class="flex items-center text-sm text-gray-600 hover:text-blue-600 transition-colors">
<span class="mr-2">💼</span> LinkedIn Profile
</a>
<a href="https://saayeeem.github.io/website/" target="_blank" class="flex items-center text-sm text-gray-600 hover:text-blue-600 transition-colors">
<span class="mr-2">🌐</span> Personal Website
</a>
<a href="https://github.com/saayeeem" target="_blank" class="flex items-center text-sm text-gray-600 hover:text-blue-600 transition-colors">
<span class="mr-2">🐙</span> GitHub Profile
</a>
</div>
</div>
</div>
</div>
</div> </section>
<!-- Portfolio Overview -->
<section class="mb-12">
<div class="bg-gradient-to-r from-gray-50 to-blue-50 rounded-lg p-6 border border-gray-200">
<div class="text-center mb-6">
<h2 class="text-2xl font-bold text-gray-900 mb-2">Portfolio Overview</h2>
<p class="text-gray-600">Comprehensive collection of data science projects demonstrating expertise across multiple domains</p>
</div>
<div class="grid grid-cols-2 md:grid-cols-4 gap-4">
<div class="text-center">
<div class="text-3xl font-bold text-blue-600">133</div>
<div class="text-sm text-gray-600">Total Projects</div>
</div>
<div class="text-center">
<div class="text-3xl font-bold text-green-600">9</div>
<div class="text-sm text-gray-600">Categories</div>
</div>
<div class="text-center">
<div class="text-3xl font-bold text-purple-600">25+</div>
<div class="text-sm text-gray-600">ML Models</div>
</div>
<div class="text-center">
<div class="text-3xl font-bold text-orange-600">35+</div>
<div class="text-sm text-gray-600">NLP Projects</div>
</div>
</div>
</div>
</section>
<h2 class="text-2xl font-bold text-gray-900 mb-3">📈 Portfolio Overview</h2>
<p class="text-gray-600 max-w-3xl mx-auto">
Explore a comprehensive collection of data science projects demonstrating proficiency in
machine learning algorithms, statistical analysis, data visualization, and real-world problem solving.
Each project includes detailed analysis, code implementation, and actionable insights.
</p>
</div>
<div class="grid grid-cols-2 md:grid-cols-4 gap-6">
<div class="text-center p-6 bg-white rounded-xl shadow-sm border border-gray-100">
<div class="text-3xl mb-2">🎯</div>
<div class="text-2xl font-bold text-gray-900">133</div>
<div class="text-sm text-gray-600">Total Projects</div>
</div>
<div class="text-center p-6 bg-white rounded-xl shadow-sm border border-gray-100">
<div class="text-3xl mb-2">🗂️</div>
<div class="text-2xl font-bold text-gray-900">9</div>
<div class="text-sm text-gray-600">Categories</div>
</div>
<div class="text-center p-6 bg-white rounded-xl shadow-sm border border-gray-100">
<div class="text-3xl mb-2">🚀</div>
<div class="text-2xl font-bold text-gray-900">2</div>
<div class="text-sm text-gray-600">Capstone Projects</div>
</div>
<div class="text-center p-6 bg-white rounded-xl shadow-sm border border-gray-100">
<div class="text-3xl mb-2">⭐</div>
<div class="text-2xl font-bold text-gray-900">4</div>
<div class="text-sm text-gray-600">Featured Works</div>
</div>
</div>
</section> <!-- Featured Projects -->
<section class="mb-12">
<div class="flex items-center justify-between mb-8">
<div>
<h2 class="text-2xl font-bold text-gray-900 mb-2">🌟 Featured Projects</h2>
<p class="text-gray-600">Handpicked highlights showcasing advanced data science techniques and real-world applications</p>
</div>
<span class="bg-yellow-100 text-yellow-800 text-sm font-medium px-3 py-1 rounded-full">
Best of Portfolio
</span>
</div>
<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-6">
<div class="bg-white rounded-lg shadow-md hover:shadow-lg transition-shadow duration-300 overflow-hidden group">
<div class="p-6">
<div class="flex items-start justify-between mb-3">
<span class="text-3xl">🚀</span>
<span class="bg-blue-100 text-blue-800 text-xs px-2 py-1 rounded-full">Featured</span>
</div>
<h3 class="font-semibold text-gray-900 mb-2 group-hover:text-blue-600 transition-colors">
<a href="html_notebooks/Capstone_Data_Science_SpaceY/spacex-machine-learning-prediction.html" class="stretched-link">SpaceX Launch Prediction</a>
</h3>
<p class="text-gray-600 text-sm mb-3 line-clamp-2">End-to-end machine learning pipeline predicting Falcon 9 first stage landing success with 85%+ accuracy using advanced feature engineering and ensemble methods</p>
<div class="flex flex-wrap gap-1">
<span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">Machine Learning</span><span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">Classification</span><span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">Data Science</span>
</div>
</div>
</div>
<div class="bg-white rounded-lg shadow-md hover:shadow-lg transition-shadow duration-300 overflow-hidden group">
<div class="p-6">
<div class="flex items-start justify-between mb-3">
<span class="text-3xl">🚗</span>
<span class="bg-blue-100 text-blue-800 text-xs px-2 py-1 rounded-full">Featured</span>
</div>
<h3 class="font-semibold text-gray-900 mb-2 group-hover:text-blue-600 transition-colors">
<a href="html_notebooks/Data_Analysis/car-price-model-development.html" class="stretched-link">Car Price Prediction Model</a>
</h3>
<p class="text-gray-600 text-sm mb-3 line-clamp-2">Comprehensive automobile price prediction using regression analysis, feature engineering, and model evaluation with statistical significance testing</p>
<div class="flex flex-wrap gap-1">
<span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">Regression</span><span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">EDA</span><span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">Model Development</span>
</div>
</div>
</div>
<div class="bg-white rounded-lg shadow-md hover:shadow-lg transition-shadow duration-300 overflow-hidden group">
<div class="p-6">
<div class="flex items-start justify-between mb-3">
<span class="text-3xl">💬</span>
<span class="bg-blue-100 text-blue-800 text-xs px-2 py-1 rounded-full">Featured</span>
</div>
<h3 class="font-semibold text-gray-900 mb-2 group-hover:text-blue-600 transition-colors">
<a href="html_notebooks/NLP/09_Advanced_Projects/01_sentiment_classification_project.html" class="stretched-link">Sentiment Analysis NLP</a>
</h3>
<p class="text-gray-600 text-sm mb-3 line-clamp-2">Advanced sentiment classification using transformer models, achieving 92% accuracy with custom preprocessing and deep learning architectures</p>
<div class="flex flex-wrap gap-1">
<span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">NLP</span><span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">Deep Learning</span><span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">Text Analysis</span>
</div>
</div>
</div>
<div class="bg-white rounded-lg shadow-md hover:shadow-lg transition-shadow duration-300 overflow-hidden group">
<div class="p-6">
<div class="flex items-start justify-between mb-3">
<span class="text-3xl">📊</span>
<span class="bg-blue-100 text-blue-800 text-xs px-2 py-1 rounded-full">Featured</span>
</div>
<h3 class="font-semibold text-gray-900 mb-2 group-hover:text-blue-600 transition-colors">
<a href="html_notebooks/Visualization/Interactive-Data-Visualization-with-Plotly.html" class="stretched-link">Interactive Data Visualization</a>
</h3>
<p class="text-gray-600 text-sm mb-3 line-clamp-2">Dynamic interactive dashboards with real-time data visualization, custom plot types, and responsive design using Plotly and Dash frameworks</p>
<div class="flex flex-wrap gap-1">
<span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">Visualization</span><span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">Plotly</span><span class="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded">Interactive</span>
</div>
</div>
</div>
</div>
</section> <!-- All Projects by Category -->
<section>
<div class="flex items-center justify-between mb-8">
<div>
<h2 class="text-2xl font-bold text-gray-900 mb-2">📁 Complete Project Collection</h2>
<p class="text-gray-600">Comprehensive portfolio organized by domain expertise and technical focus areas</p>
</div>
<span class="bg-blue-100 text-blue-800 text-sm font-medium px-3 py-1 rounded-full">
Full Catalog
</span>
</div>
<div class="mb-8 bg-white rounded-lg shadow-sm border border-gray-200 overflow-hidden">
<div class="bg-gradient-to-r from-blue-50 to-indigo-50 px-6 py-4 border-b border-gray-200">
<div class="flex items-center justify-between">
<div class="flex items-center space-x-3">
<span class="text-2xl">🚀</span>
<div>
<h3 class="text-lg font-semibold text-gray-900">SpaceX Capstone</h3>
<p class="text-sm text-gray-600">End-to-end data science project</p>
</div>
</div>
<span class="bg-blue-100 text-blue-800 text-sm font-medium px-3 py-1 rounded-full">
8 projects
</span>
</div>
</div>
<div class="p-6">
<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4">
<div class="group relative bg-gray-50 rounded-lg p-4 hover:bg-blue-50 transition-colors duration-200 border border-gray-100 hover:border-blue-200">
<div class="flex items-start justify-between mb-2">
<h4 class="font-medium text-gray-900 group-hover:text-blue-700 transition-colors text-sm leading-tight">
<a href="html_notebooks/Capstone_Data_Science_SpaceY/spacex-falcon9-data-wrangling-analysis.html" class="stretched-link">SpaceX Falcon 9 First Stage Landing Analysis</a>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2"><!-- SpaceX Falcon 9 Data Wrangling and Analysis - Personal Project Notebook --></p>
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<span class="text-gray-500 font-mono">spacex-falcon9-data-wrangling-analysis.ipynb</span>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2"><!-- My custom SpaceX project: All content and analysis are original and tailored for my personal data science journey. --></p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook is part of my personal data science project. All content and analysis are original and tailored for my own exploration of SpaceX launch ...</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">Welcome to my personal data science project! This notebook is the first step in a progressive, end-to-end workflow where I explore, collect, clean, an...</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook is a key chapter in my end-to-end SpaceX Falcon 9 data science project. After collecting and cleaning launch data, I now dive into SQL-b...</p>
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<span class="text-gray-500 font-mono">spacex-falcon9-sql-analysis.ipynb</span>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook is a visual chapter in my end-to-end SpaceX Falcon 9 data science project. After collecting, cleaning, and analyzing launch data, I now ...</p>
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<span class="text-gray-500 font-mono">spacex-launch-site-location-analysis.ipynb</span>
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<a href="html_notebooks/Capstone_StackOverflow_Survey/data_analysis/05_exploratory_data_analysis.html" class="stretched-link">Exploratory Data Analysis Lab (Personal Project)</a>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook is part of my personal data analytics project. Here, I perform exploratory data analysis on survey and job data for my own learning and ...</p>
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<span class="text-gray-500 font-mono">05_exploratory_data_analysis.ipynb</span>
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<h3 class="text-lg font-semibold text-gray-900">Capstone_StackOverflow_Survey\data_collection</h3>
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<a href="html_notebooks/Capstone_StackOverflow_Survey/data_collection/04_job_data_collection.html" class="stretched-link">Collecting Job Data Using APIs (Personal Project)</a>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook is part of my personal data analytics project. Here, I collect and analyze job data using APIs for my own learning and portfolio.</p>
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<span class="text-gray-500 font-mono">04_job_data_collection.ipynb</span>
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<a href="html_notebooks/Capstone_StackOverflow_Survey/data_collection/03_explore_dataset.html" class="stretched-link">Exploring the Survey Dataset</a>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">In this notebook, I explore and analyze the Stack Overflow survey dataset as part of my data analysis project.</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook demonstrates how to use HTTP and the Python Requests library to access and interact with web APIs and resources as part of my data analy...</p>
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<span class="text-gray-500 font-mono">02_api_access_and_requests.ipynb</span>
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<a href="html_notebooks/Capstone_StackOverflow_Survey/data_collection/Jobs_API.html" class="stretched-link">Jobs API Implementation Using Flask</a>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook implements a simple jobs API using Flask and Python for data access and demonstration purposes.</p>
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<span class="text-gray-500 font-mono">Jobs_API.ipynb</span>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook demonstrates web scraping and data extraction using Python.</p>
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<span class="text-gray-500 font-mono">web_scraping_basics.ipynb</span>
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<a href="html_notebooks/Capstone_StackOverflow_Survey/data_collection/web_scraping_review.html" class="stretched-link">Web Scraping Review</a>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook reviews and practices web scraping techniques using Python.</p>
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<span class="text-gray-500 font-mono">web_scraping_review.ipynb</span>
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<h3 class="text-lg font-semibold text-gray-900">Capstone_StackOverflow_Survey\data_visualization</h3>
<p class="text-sm text-gray-600">Project collection</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook focuses on visualizing survey and job data using Python data visualization libraries.</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook covers data wrangling tasks on survey and job data, including cleaning, deduplication, and handling missing values.</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">*By Mohammad Sayem Chowdhury*</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">*By Mohammad Sayem Chowdhury*</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">*By Mohammad Sayem Chowdhury*</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook is organized by key machine learning topics, progressing from basic to advanced, and is designed for hands-on experimentation and projec...</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">In this notebook, I explore how K-Nearest Neighbors (KNN) can be used to segment customers based on real-world data. My aim is to understand how diffe...</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook is organized by key machine learning topics, progressing from basic to advanced, and is designed for hands-on experimentation and projec...</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook is organized by key machine learning topics, progressing from basic to advanced, and is designed for hands-on experimentation and projec...</p>
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<p class="text-xs text-gray-600 mb-2 line-clamp-2">This notebook is organized by key machine learning topics, progressing from basic to advanced, and is designed for hands-on experimentation and projec...</p>
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