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LeoRigasaki/README.md
Profile Visitors

Hi there! , I'm Sohaib Ahmed

Data Scientist & ML Engineer • Healthcare & Financial Analytics • Full-Stack Developer • Research & Innovation Enthusiast

About Me

Recent Data Science Graduate from Lahore, Pakistan
Published Researcher with focus on Mobile Edge Computing and distributed systems
Problem Solver who loves building tools that people find helpful and enjoyable
Anime & Gaming Enthusiast when not coding
Open to Collaboration on research, open-source projects, and innovative solutions

"I believe in creating technology that bridges the gap between complex data science and real-world impact, with a scope spanning from healthcare analytics to financial modeling."



Currently Learning & Exploring

Large Language Models (LLMs) - Building with latest reasoning models, agentic AI systems, and RLHF techniques
Reinforcement Learning - Developing autonomous agents, multi-agent systems, and RL-powered decision engines

2025 Focus Areas:

  • Agentic AI frameworks (CrewAI, LangGraph, AutoGPT) - The #1 trending AI technology
  • Advanced reasoning models with chain-of-thought optimization
  • RLHF & DPO techniques for model alignment and safety
  • Multimodal AI integration across healthcare and financial domains
  • Decentralized RL systems and edge AI deployment

Tech Stack & Skills

Programming & Development

Machine Learning & AI

LLM & AI Frameworks

Hugging Face Transformers OpenAI LangChain CrewAI

LLM Models & Architectures

Llama Qwen Gemma/Gemini Claude

Vector Databases & AI Infrastructure

Pinecone Weaviate ChromaDB FAISS

Data Science & Analytics

Matplotlib Plotly Apache Spark

Databases & Big Data

Apache Hadoop

Cloud & DevOps

Web Development

Domain Expertise

🏥 Healthcare & Medical AI

Building intelligent systems that transform medical data into actionable insights for better patient outcomes and healthcare delivery.

💰 Financial Technology & Analytics

Developing predictive models and algorithmic trading systems that leverage real-time market data for intelligent investment decisions.

🌐 Edge Computing & Distributed Systems

Creating efficient architectures that bring AI computation closer to data sources for reduced latency and enhanced performance.

🎮 Creative & Entertainment Technology

Applying computer vision and data analytics to gaming, media content, and interactive digital experiences.

🤖 Agentic AI & Autonomous Systems

Pioneering the development of intelligent agents that can reason, plan, and execute complex tasks independently.

📊 Business Intelligence & Analytics

Transforming complex business data into strategic insights through advanced analytics and intelligent automation platforms.

🔬 Research & Academic Computing

Contributing to cutting-edge research in mobile edge computing, distributed AI systems, and next-generation computing paradigms.

Featured Projects

Python Library for Advanced Analytics & Agentic AI

  • My flagship project - A comprehensive Python library advancing toward agentic AI capabilities
  • Advanced analytics with intelligent automation and decision-making features
  • Built with modern Python best practices, extensive documentation, and modular architecture
  • Designed to bridge the gap between complex data science and practical AI solutions
  • Integrating latest LLM and RL techniques for autonomous data analysis

Comprehensive Health Data Analysis & AI System

  • Advanced ETL pipelines with real-time health data processing and integration
  • Predictive analytics leveraging ML models for healthcare outcomes optimization
  • Interactive Power BI dashboards delivering actionable insights for medical professionals
  • API integration enabling real-time health monitoring and alert systems
  • Early implementation of agentic AI for automated health risk assessment

Advanced ML System for Financial Forecasting & Trading

  • Multi-agent system architecture with ensemble ML algorithms for market prediction
  • Real-time data collection pipeline processing financial news, social sentiment, and market data
  • Advanced technical analysis integrated with sentiment analysis and macroeconomic indicators
  • High-performance backtesting framework with risk management and portfolio optimization
  • Implementing reinforcement learning for adaptive trading strategies

Research & Publications

Published Research

"Mobile Edge Computing" - arXiv:2404.17944

  • Comprehensive analysis of MEC architecture vs traditional cloud computing paradigms
  • Novel approaches to edge resource allocation, data flow optimization, and system scalability
  • Advanced security frameworks addressing privacy challenges in edge computing environments
  • Forward-looking research directions for MEC adoption in 5G/6G networks and IoT ecosystems
  • Bridging the gap between theoretical edge computing concepts and practical implementation

Research Interests & Future Directions:

  • Agentic AI at the Edge - Autonomous AI systems for distributed computing environments
  • Healthcare Informatics & AI - Privacy-preserving ML for medical data analysis
  • Financial Technology Innovation - RL-powered algorithmic trading and risk management systems
  • LLM Optimization - Efficient deployment of large models in resource-constrained environments

Let's Connect & Collaborate!

Get In Touch

email linkedin

Professional Profiles

leetcode kaggle huggingface

Writing & Sharing

medium arxiv


Open for Collaboration

I'm actively seeking opportunities in:

  • Research Collaborations - Especially in healthcare informatics, edge computing, and AI applications
  • Open Source Projects - Contributing to impactful community-driven initiatives
  • Industry Partnerships - Full-time roles, internships, or consulting in data science and ML engineering
  • Innovation Projects - Building solutions that make a real difference in people's lives

What I Bring:

  • Strong technical foundation across the full data science stack
  • Published research experience and academic rigor
  • Practical project experience in multiple domains
  • Passion for creating user-friendly, impactful solutions
  • Collaborative mindset and enthusiasm for learning
  • Plus an unhealthy obsession with making AI models do cool things (and occasional anime references in variable names) 😄

LeoRigasaki's Language Stats

"Transforming data into insights, insights into impact."

Let's build something amazing together!

Feel free to explore my repositories and don't hesitate to reach out for collaboration opportunities!

Pinned Loading

  1. InSightAI InSightAI Public

    A Python library that lets you analyze data using natural language. Ask questions about your dataset in plain English, and InsightAI generates and executes the Python code to answer them. Works wit…

    Python

  2. COVID-19-Regional-Analysis COVID-19-Regional-Analysis Public

    Comparative analysis of COVID-19 impacts in South Asia and the Middle East, featuring automated data updates and interactive visualizations.

    Jupyter Notebook 2

  3. stock-market-prediction-engine stock-market-prediction-engine Public

    Advanced ML system for stock market prediction with real-time data and multiple algorithms

    Python 2 1

  4. Healthcare-Analytics-Platform Healthcare-Analytics-Platform Public

    A comprehensive platform for analyzing local health data with ETL pipelines, data visualization, and predictive analytics. Includes integration with APIs and Power BI dashboards for actionable insi…

    Python

  5. DES-Visualization DES-Visualization Public

    A detailed, step-by-step visualization of the Data Encryption Standard (DES) encryption algorithm.

    HTML 2 1

  6. climate-change-impact-predictor climate-change-impact-predictor Public

    🌍 ML-powered climate impact predictor integrating NASA, World Bank & real-time APIs. Features time-series forecasting, interactive dashboards & production deployment. Portfolio project showcasing e…

    Python 2