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Adeleye-Emmanuel/README.md

๐Ÿ‘‹ Hi, I'm Emmanuel Adeleye

โš™๏ธ Machine Learning Engineer | ๐Ÿง  NLP/LLM Developer | ๐Ÿ“Š Financial Data Science

Welcome to my repository!!

I am a data scientist and machine learning engineer with a background in Engineering, operational workflows, and a core interest in leveraging artificial intelligence and LLM frameworks to build solutions with big data in the frontiers of tech, finance and quantitative analysis. This repository consists of a plethora of projects across different fields with the primary goal of being a space where critical thinking meets evolving tools and data to create tangible insights that will translate to business value.

๐Ÿ› ๏ธ Current Focus Areas and Future Work Spans

  • ๐Ÿ“Š Financial ML: Market sentiment modeling, quantitative pipelines, regulatory data automation
  • ๐Ÿ“ˆ Applied NLP: Production-ready LLMs (RAG, FinBERT, GPT-4), sentiment analysis, real-time insight generation
  • ๐Ÿ” Cybersecurity ML (Network Intrusion Detection)
  • ๐Ÿง  Retrieval-Augmented Generation (RAG) for QA & insights
  • ๐Ÿ› ๏ธ End-to-End ML Systems with structured pipelines and real-time capability

๐ŸŒ Letโ€™s Collaborate

Iโ€™m passionate about solving high-impact problems with:

  • Finance: Alpha extraction, news-to-trade signals
  • Healthcare: Patient feedback mining, clinical NLP
  • Tech: Scalable retrieval systems, adversarial ML

๐ŸŒ Let's Connect

If you have an idea or would like to collaborate on any subject, feel free to connect with me and let's build solutions together.

Thanks for visiting my GitHub! ๐ŸŒโœจ

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  1. Pairs-Trading-Statistical-Arbitrage Pairs-Trading-Statistical-Arbitrage Public

    Jupyter Notebook

  2. Volatility-Forecasting-Using-Regime-Aware-LSTM-and-GARCH-Model Volatility-Forecasting-Using-Regime-Aware-LSTM-and-GARCH-Model Public

    Analyzes S&P 500 volatility through clustering, stationarity testing, and regime detection. Combines GARCH and LSTM models in a hybrid framework to forecast market risk, leveraging both economic inโ€ฆ

    Jupyter Notebook 1

  3. Context-Extraction-Modeling-Contextual-Sentiment-Analysis-Over-Time Context-Extraction-Modeling-Contextual-Sentiment-Analysis-Over-Time Public

    Built a context-aware sentiment analysis framework by combining Named Entity Recognition, GPT-3.5 summarization, and FinBERT classification. Extracted fine-grained sentiment tied to specific marketโ€ฆ

    Jupyter Notebook 1

  4. Financial-News-Modelling Financial-News-Modelling Public

    Developed an unsupervised pipeline that clusters financial headlines into 100+ meaningful topics using BERTopic and HDBSCAN. Integrated sentiment analysis to track market sentiment volatility and vโ€ฆ

    Jupyter Notebook 2

  5. Modular-Real-Time-Financial-News Modular-Real-Time-Financial-News Public

    Designed a modular pipeline that fetches real-time financial news from NewsAPI, Alpha Vantage, Reddit, and Bloomberg RSS feeds. Leveraged Cohere embeddings, FAISS indexing, and LLMs via LangChain tโ€ฆ

    Jupyter Notebook 1

  6. E-Commerce-Multisource-Review-Analaysis-Product-QA E-Commerce-Multisource-Review-Analaysis-Product-QA Public

    Aggregated product reviews from Amazon, Reddit, and YouTube to build a unified review analysis engine. Applied BERTopic to discover user pain points and praise patterns, then developed a Retrieval-โ€ฆ

    Jupyter Notebook 1