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<title>Amal SP | AI Engineer & Data Scientist</title>
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<h1 class="text-2xl font-bold">Amal SP</h1>
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<a href="#experience" class="hover:text-indigo-200 transition">Experience</a>
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<a href="#about" class="block py-2 hover:text-indigo-200 transition">About</a>
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<a href="#projects" class="block py-2 hover:text-indigo-200 transition">Projects</a>
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<!-- Hero Section -->
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<h1 class="text-4xl md:text-5xl font-bold mb-6">AI Engineer & Data Scientist</h1>
<p class="text-xl md:text-2xl mb-8">Building intelligent systems that solve real-world problems with Generative AI and Machine Learning</p>
<div class="flex justify-center space-x-4">
<a href="#contact" class="bg-white text-indigo-600 px-6 py-3 rounded-lg font-medium hover:bg-gray-100 transition">Get In Touch</a>
<a href="#projects" class="border-2 border-white text-white px-6 py-3 rounded-lg font-medium hover:bg-white hover:text-indigo-600 transition">View Projects</a>
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<!-- About Section -->
<section id="about" class="py-16 bg-white">
<div class="container mx-auto px-6">
<h2 class="text-3xl font-bold text-center mb-12 text-gray-800">About Me</h2>
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<div class="md:w-2/3 md:pl-12">
<h3 class="text-2xl font-semibold mb-4 text-gray-800">Hello, I'm Amal SP</h3>
<p class="text-lg mb-6 text-gray-600">
AI Engineer and Data Scientist with a strong foundation in Generative AI (GenAI), Retrieval-Augmented Generation (RAG), and Large Language Models (LLMs). I specialize in creating scalable, intelligent applications that deliver measurable impact.
</p>
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<i class="fas fa-map-marker-alt text-indigo-500 mr-3 text-xl"></i>
<span class="text-gray-700">Thiruvananthapuram, India</span>
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<span class="text-gray-700">[email protected]</span>
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<span class="text-gray-700">+91 702569917</span>
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<i class="fas fa-graduation-cap text-indigo-500 mr-3 text-xl"></i>
<span class="text-gray-700">MSc in Data Science</span>
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<a href="https://linkedin.com/in/amalsp" target="_blank" class="bg-blue-600 text-white p-3 rounded-full hover:bg-blue-700 transition">
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<a href="https://github.com/amalsp" target="_blank" class="bg-gray-800 text-white p-3 rounded-full hover:bg-gray-900 transition">
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</section>
<!-- Education Section -->
<section class="py-16 bg-gray-100">
<div class="container mx-auto px-6">
<h2 class="text-3xl font-bold text-center mb-12 text-gray-800">Education</h2>
<div class="max-w-3xl mx-auto">
<div class="bg-white rounded-xl shadow-md overflow-hidden mb-8 card-hover transition">
<div class="p-6">
<div class="flex justify-between items-start">
<div>
<h3 class="text-xl font-semibold text-gray-800">Master of Science in Data Science</h3>
<p class="text-gray-600">University of Kerala</p>
</div>
<span class="bg-indigo-100 text-indigo-800 px-3 py-1 rounded-full text-sm font-medium">2022–2024</span>
</div>
<div class="mt-4">
<span class="inline-block bg-green-100 text-green-800 px-3 py-1 rounded-full text-sm font-medium">CGPA: 8.0</span>
</div>
</div>
</div>
<div class="bg-white rounded-xl shadow-md overflow-hidden card-hover transition">
<div class="p-6">
<div class="flex justify-between items-start">
<div>
<h3 class="text-xl font-semibold text-gray-800">Bachelor of Mathematics</h3>
<p class="text-gray-600">University of Kerala</p>
</div>
<span class="bg-indigo-100 text-indigo-800 px-3 py-1 rounded-full text-sm font-medium">2017–2020</span>
</div>
<div class="mt-4">
<span class="inline-block bg-green-100 text-green-800 px-3 py-1 rounded-full text-sm font-medium">CGPA: 7.0</span>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Experience Section -->
<section id="experience" class="py-16 bg-white">
<div class="container mx-auto px-6">
<h2 class="text-3xl font-bold text-center mb-12 text-gray-800">Work Experience</h2>
<div class="max-w-4xl mx-auto space-y-8">
<!-- Experience 1 -->
<div class="bg-white rounded-xl shadow-lg overflow-hidden border-l-4 border-indigo-500 card-hover transition">
<div class="p-6">
<div class="flex flex-col md:flex-row md:justify-between md:items-start">
<div>
<h3 class="text-xl font-semibold text-gray-800">AI Engineer Intern</h3>
<p class="text-gray-600">Forcefriction</p>
</div>
<span class="bg-indigo-100 text-indigo-800 px-3 py-1 rounded-full text-sm font-medium mt-2 md:mt-0">Apr 2025 – Present</span>
</div>
<div class="mt-4">
<ul class="space-y-2">
<li class="flex items-start">
<i class="fas fa-check-circle text-indigo-500 mt-1 mr-2"></i>
<span>Built an AI article generation engine using Mistral 7B, RAG, Streamlit, and FastAPI</span>
</li>
<li class="flex items-start">
<i class="fas fa-check-circle text-indigo-500 mt-1 mr-2"></i>
<span>Reduced inference latency by 30% with quantization and batching techniques</span>
</li>
<li class="flex items-start">
<i class="fas fa-check-circle text-indigo-500 mt-1 mr-2"></i>
<span>Designed chunk-based prompt engineering for structured article outputs</span>
</li>
</ul>
</div>
</div>
</div>
<!-- Experience 2 -->
<div class="bg-white rounded-xl shadow-lg overflow-hidden border-l-4 border-indigo-500 card-hover transition">
<div class="p-6">
<div class="flex flex-col md:flex-row md:justify-between md:items-start">
<div>
<h3 class="text-xl font-semibold text-gray-800">Data Scientist</h3>
<p class="text-gray-600">Upwork (Freelance)</p>
</div>
<span class="bg-indigo-100 text-indigo-800 px-3 py-1 rounded-full text-sm font-medium mt-2 md:mt-0">Nov 2024 – Mar 2025</span>
</div>
<div class="mt-4">
<ul class="space-y-2">
<li class="flex items-start">
<i class="fas fa-check-circle text-indigo-500 mt-1 mr-2"></i>
<span>Developed ETL pipelines and web scraping solutions for 6+ clients across industries</span>
</li>
<li class="flex items-start">
<i class="fas fa-check-circle text-indigo-500 mt-1 mr-2"></i>
<span>Automated data cleaning workflows in Python, Excel, and Google Sheets</span>
</li>
<li class="flex items-start">
<i class="fas fa-check-circle text-indigo-500 mt-1 mr-2"></i>
<span>Delivered customized data solutions with 100% client satisfaction rate</span>
</li>
</ul>
</div>
</div>
</div>
<!-- Experience 3 -->
<div class="bg-white rounded-xl shadow-lg overflow-hidden border-l-4 border-indigo-500 card-hover transition">
<div class="p-6">
<div class="flex flex-col md:flex-row md:justify-between md:items-start">
<div>
<h3 class="text-xl font-semibold text-gray-800">Data Science Intern</h3>
<p class="text-gray-600">Pramana AyurTech</p>
</div>
<span class="bg-indigo-100 text-indigo-800 px-3 py-1 rounded-full text-sm font-medium mt-2 md:mt-0">May 2024 – Dec 2024</span>
</div>
<div class="mt-4">
<ul class="space-y-2">
<li class="flex items-start">
<i class="fas fa-check-circle text-indigo-500 mt-1 mr-2"></i>
<span>Built an Ayurvedic chatbot using LLMs, LangChain, and LangGraph</span>
</li>
<li class="flex items-start">
<i class="fas fa-check-circle text-indigo-500 mt-1 mr-2"></i>
<span>Enhanced reasoning capabilities with prompt chaining and knowledge graph integration</span>
</li>
<li class="flex items-start">
<i class="fas fa-check-circle text-indigo-500 mt-1 mr-2"></i>
<span>Contributed to the development of AI-powered traditional medicine solutions</span>
</li>
</ul>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Projects Section -->
<section id="projects" class="py-16 bg-gray-100">
<div class="container mx-auto px-6">
<h2 class="text-3xl font-bold text-center mb-12 text-gray-800">Featured Projects</h2>
<div class="grid grid-cols-1 md:grid-cols-2 gap-8 max-w-6xl mx-auto">
<!-- Project 1 -->
<div class="bg-white rounded-xl shadow-lg overflow-hidden card-hover transition">
<div class="h-48 bg-gradient-to-r from-indigo-500 to-purple-600 flex items-center justify-center">
<i class="fas fa-robot text-white text-6xl"></i>
</div>
<div class="p-6">
<h3 class="text-xl font-semibold text-gray-800 mb-2">AI Article Generator</h3>
<p class="text-gray-600 mb-4">GenAI engine with Mistral 7B, RAG, LangChain, and FAISS for structured article generation</p>
<div class="flex flex-wrap gap-2 mb-4">
<span class="skill-pill bg-indigo-100 text-indigo-800 px-3 py-1 rounded-full text-xs font-medium">Mistral 7B</span>
<span class="skill-pill bg-indigo-100 text-indigo-800 px-3 py-1 rounded-full text-xs font-medium">RAG</span>
<span class="skill-pill bg-indigo-100 text-indigo-800 px-3 py-1 rounded-full text-xs font-medium">LangChain</span>
<span class="skill-pill bg-indigo-100 text-indigo-800 px-3 py-1 rounded-full text-xs font-medium">FAISS</span>
</div>
<div class="flex justify-between items-center">
<span class="text-sm text-gray-500">Achieved 30% latency reduction</span>
<a href="#" class="text-indigo-600 hover:text-indigo-800 font-medium">View Details →</a>
</div>
</div>
</div>
<!-- Project 2 -->
<div class="bg-white rounded-xl shadow-lg overflow-hidden card-hover transition">
<div class="h-48 bg-gradient-to-r from-green-500 to-teal-600 flex items-center justify-center">
<i class="fas fa-comment-medical text-white text-6xl"></i>
</div>
<div class="p-6">
<h3 class="text-xl font-semibold text-gray-800 mb-2">Medical Chatbot</h3>
<p class="text-gray-600 mb-4">Doctor recommendation chatbot with Gemini-1.5-Flash and semantic search (FAISS)</p>
<div class="flex flex-wrap gap-2 mb-4">
<span class="skill-pill bg-green-100 text-green-800 px-3 py-1 rounded-full text-xs font-medium">Gemini-1.5</span>
<span class="skill-pill bg-green-100 text-green-800 px-3 py-1 rounded-full text-xs font-medium">FAISS</span>
<span class="skill-pill bg-green-100 text-green-800 px-3 py-1 rounded-full text-xs font-medium">FastAPI</span>
<span class="skill-pill bg-green-100 text-green-800 px-3 py-1 rounded-full text-xs font-medium">Streamlit</span>
</div>
<div class="flex justify-between items-center">
<span class="text-sm text-gray-500">Integrated knowledge graphs</span>
<a href="#" class="text-indigo-600 hover:text-indigo-800 font-medium">View Details →</a>
</div>
</div>
</div>
<!-- Project 3: Customer Segmentation -->
<div class="bg-white rounded-xl shadow-lg overflow-hidden card-hover transition">
<div class="h-48 bg-gradient-to-r from-blue-500 to-cyan-600 flex items-center justify-center">
<i class="fas fa-chart-pie text-white text-6xl"></i>
</div>
<div class="p-6">
<h3 class="text-xl font-semibold text-gray-800 mb-2">Customer Segmentation</h3>
<p class="text-gray-600 mb-4">Implemented customer segmentation using K-means clustering with data visualization for targeted marketing</p>
<div class="flex flex-wrap gap-2 mb-4">
<span class="skill-pill bg-blue-100 text-blue-800 px-3 py-1 rounded-full text-xs font-medium">K-means</span>
<span class="skill-pill bg-blue-100 text-blue-800 px-3 py-1 rounded-full text-xs font-medium">Scikit-learn</span>
<span class="skill-pill bg-blue-100 text-blue-800 px-3 py-1 rounded-full text-xs font-medium">Matplotlib</span>
<span class="skill-pill bg-blue-100 text-blue-800 px-3 py-1 rounded-full text-xs font-medium">Seaborn</span>
<span class="skill-pill bg-blue-100 text-blue-800 px-3 py-1 rounded-full text-xs font-medium">Pandas</span>
<span class="skill-pill bg-blue-100 text-blue-800 px-3 py-1 rounded-full text-xs font-medium">NumPy</span>
</div>
<div class="flex justify-between items-center">
<span class="text-sm text-gray-500">Identified 5 distinct segments for improved strategies</span>
<a href="#" class="text-indigo-600 hover:text-indigo-800 font-medium">View Details →</a>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Skills Section -->
<section id="skills" class="py-16 bg-white">
<div class="container mx-auto px-6">
<h2 class="text-3xl font-bold text-center mb-12 text-gray-800">Technical Skills</h2>
<!-- Programming Languages & Data Manipulation -->
<div class="max-w-4xl mx-auto mb-10">
<h3 class="text-xl font-semibold mb-4 text-gray-700 flex items-center">
<i class="fas fa-code mr-2 text-indigo-500"></i> Programming Languages & Data Manipulation
</h3>
<div class="flex flex-wrap gap-3">
<span class="skill-pill bg-blue-100 text-blue-800 px-4 py-2 rounded-full text-sm font-medium">Python</span>
<span class="skill-pill bg-blue-100 text-blue-800 px-4 py-2 rounded-full text-sm font-medium">SQL</span>
<span class="skill-pill bg-blue-100 text-blue-800 px-4 py-2 rounded-full text-sm font-medium">Pandas</span>
<span class="skill-pill bg-blue-100 text-blue-800 px-4 py-2 rounded-full text-sm font-medium">NumPy</span>
<span class="skill-pill bg-blue-100 text-blue-800 px-4 py-2 rounded-full text-sm font-medium">HTML</span>
<span class="skill-pill bg-blue-100 text-blue-800 px-4 py-2 rounded-full text-sm font-medium">CSS</span>
</div>
</div>
<!-- Machine Learning & Deep Learning Frameworks -->
<div class="max-w-4xl mx-auto mb-10">
<h3 class="text-xl font-semibold mb-4 text-gray-700 flex items-center">
<i class="fas fa-cubes mr-2 text-indigo-500"></i> Machine Learning & Deep Learning Frameworks
</h3>
<div class="flex flex-wrap gap-3">
<span class="skill-pill bg-purple-100 text-purple-800 px-4 py-2 rounded-full text-sm font-medium">TensorFlow</span>
<span class="skill-pill bg-purple-100 text-purple-800 px-4 py-2 rounded-full text-sm font-medium">PyTorch</span>
<span class="skill-pill bg-purple-100 text-purple-800 px-4 py-2 rounded-full text-sm font-medium">Scikit-learn</span>
<span class="skill-pill bg-purple-100 text-purple-800 px-4 py-2 rounded-full text-sm font-medium">Keras</span>
<span class="skill-pill bg-purple-100 text-purple-800 px-4 py-2 rounded-full text-sm font-medium">Hugging Face Transformers</span>
</div>
</div>
<!-- AI/ML Tools & Vector Databases -->
<div class="max-w-4xl mx-auto mb-10">
<h3 class="text-xl font-semibold mb-4 text-gray-700 flex items-center">
<i class="fas fa-robot mr-2 text-indigo-500"></i> AI/ML Tools & Vector Databases
</h3>
<div class="flex flex-wrap gap-3">
<span class="skill-pill bg-green-100 text-green-800 px-4 py-2 rounded-full text-sm font-medium">LangChain</span>
<span class="skill-pill bg-green-100 text-green-800 px-4 py-2 rounded-full text-sm font-medium">LangGraph</span>
<span class="skill-pill bg-green-100 text-green-800 px-4 py-2 rounded-full text-sm font-medium">FAISS</span>
<span class="skill-pill bg-green-100 text-green-800 px-4 py-2 rounded-full text-sm font-medium">Gemini</span>
<span class="skill-pill bg-green-100 text-green-800 px-4 py-2 rounded-full text-sm font-medium">Pinecone</span>
<span class="skill-pill bg-green-100 text-green-800 px-4 py-2 rounded-full text-sm font-medium">OpenAI API</span>
</div>
</div>
<!-- Data Visualization & Specializations -->
<div class="max-w-4xl mx-auto">
<h3 class="text-xl font-semibold mb-4 text-gray-700 flex items-center">
<i class="fas fa-star mr-2 text-indigo-500"></i> Data Visualization & Specializations
</h3>
<div class="flex flex-wrap gap-3">
<span class="skill-pill bg-yellow-100 text-yellow-800 px-4 py-2 rounded-full text-sm font-medium">Matplotlib</span>
<span class="skill-pill bg-yellow-100 text-yellow-800 px-4 py-2 rounded-full text-sm font-medium">Seaborn</span>
<span class="skill-pill bg-yellow-100 text-yellow-800 px-4 py-2 rounded-full text-sm font-medium">Tableau</span>
<span class="skill-pill bg-yellow-100 text-yellow-800 px-4 py-2 rounded-full text-sm font-medium">Machine Learning</span>
<span class="skill-pill bg-yellow-100 text-yellow-800 px-4 py-2 rounded-full text-sm font-medium">NLP</span>
<span class="skill-pill bg-yellow-100 text-yellow-800 px-4 py-2 rounded-full text-sm font-medium">Deep Learning</span>
<span class="skill-pill bg-yellow-100 text-yellow-800 px-4 py-2 rounded-full text-sm font-medium">LLMs</span>
<span class="skill-pill bg-yellow-100 text-yellow-800 px-4 py-2 rounded-full text-sm font-medium">Prompt Engineering</span>
<span class="skill-pill bg-yellow-100 text-yellow-800 px-4 py-2 rounded-full text-sm font-medium">Web Scraping</span>
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