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Femi
Applied AI Researcher

Femi Adeola

Applied AI Researcher (LLMs & RAG) | Designing Intelligent Web Systems

Building trustworthy AI systems through LLMs and RAG — interpretable, human-centered solutions for real-world applications. Backed by 4+ years of professional experience engineering secure web and data systems for international clients.

Femi Adeola
FemicrownX

Research Focus

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Latest Research Program in Practice

Building AI-powered systems that combine Large Language Models with interpretable rule engines for evaluating graduate programs, focusing on the intersection of machine learning accuracy and human-centered explainability.

MSc THESIS · 2024–2026

An AI-Powered Predictive & Analytical Framework for Graduate Program Evaluation using Neuro-Symbolic RAG

Developed a neuro-symbolic RAG framework achieving 84% prediction accuracy while preserving full interpretability through deterministic rule-based reasoning.

EXPERTISE & CREDENTIALS

Core Competencies & Affiliations

Specializing in RAG, LLM fine-tuning, interpretable AI, and educational data mining. Certified in Generative AI (IBM, UMich) and a professional member of AAAI & ACM SIGAI.

PUBLICATIONS

Balancing Accuracy and Interpretability: A Neuro-Symbolic RAG Framework for Educational Policy Evaluation

Authored research demonstrating how fusing a deterministic symbolic engine with a neural semantic retriever mitigates LLM hallucinations and achieves 84% predictive accuracy.

Featured Projects

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PEPG 2.0: Graduate Program Evaluation System

NEURO-SYMBOLIC AI · RAG · EDUCATIONAL ANALYTICS

Designed an interpretable AI system for evaluating 98 Brazilian graduate programs, combining LLM reasoning with symbolic scoring to achieve 84% accuracy with fully explainable outputs.

Python LangChain FAISS Gradio DeepSeek/Gemini

LLM Benchmarking Framework

MODEL EVALUATION · SEMANTIC ANALYSIS

Comparative analysis framework for evaluating GPT-4o, Gemini 2.0, and DeepSeek across symbolic reasoning, prediction accuracy, and semantic tasks. Includes custom groundedness metrics and recall@k evaluation.

Python OpenAI API Statistical Analysis Jupyter

Interactive Research Dashboard

DATA VISUALIZATION · WEB APPLICATION

Gradio-based dashboard for real-time graduate program evaluation with multilingual support (EN/PT). Features cascading filters, HTML report generation, and integration with FAISS retrieval for document sourcing.

Gradio Plotly HTML/CSS LangChain

Secondary School Management Information System

BSc PROJECT · WEB DEVELOPMENT · DATABASE ADMINISTRATION

As my final year B.Sc. Project, I developed and deployed a centralized administrative platform to manage student data, significantly enhancing operational efficiency and record-keeping for a local educational institution in Nigeria.

Web Systems Databases UI/UX

AI & Web Applications

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NEURO-SYMBOLIC AI · RAG

PEPG 2.0 Evaluation System

Interpretable AI system combining LLM reasoning with symbolic scoring for analyzing graduate programs.

AI CONSULTING

Custom Chatbot Integration

RAG-powered customer support chatbot for educational institution, reducing response time by 70%.

DATA ANALYSIS

Performance Dashboard

Interactive analytics dashboard for tracking KPIs with automated reporting and visualization.

WEB DESIGN · DEVELOPMENT

E-Commerce Platform

Modern responsive website with integrated payment processing and inventory management for local business.

AI CONSULTING · FINANCE

Trustworthy RAG for Claims Processing

Designed a retrieval-augmented generation system linking policy documents with claim inquiries, focusing on embedding alignment for legal compliance.

DATA VISUALIZATION · R

Public Health Data Dashboard

Developed comparative visualizations of global pandemic data using R (ggplot2), communicating complex health trends to non-technical stakeholders.

Get In Touch

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For Academic Collaboration

Interested in research partnerships, PhD opportunities, or discussing AI applications in education.

Email Me

For External Projects

Available for web development, AI integration, and data analysis consulting projects.

Connect with Me