
AGMIS
Academic Guidance & Monitoring Intelligence System
An intelligent academic data platform engineered with FastAPI, PostgreSQL, and scikit-learn to score student performance risk and deliver automated guidance.
BSc Data Science graduate building practical data systems, automation pipelines, and analytics platforms while continuously learning.
Rather than telling you what I can build, I'd rather show you.
This conversational agent was developed to help a real estate business automate customer conversations, qualify leads, answer property-related questions, and provide continuous support without requiring additional staffing.
It demonstrates how I approach building intelligent systems—not as a technology demo, but as a practical business solution.
Skyline Properties · AI Voice Agent
Simulated conversation demo
Voice Line Ready
Press “Start Demo Call” to listen to a simulated real-estate qualification agent.
24/7 Service Availability
Automated AI agents handle customer inquiries instantly outside standard business hours.
Lower Operational Costs
Automating routine intake and reporting frees up team members for higher-leverage strategic work.
Instant Lead Qualification
Conversational agents structure and qualify customer intent before routing to sales teams.
Grounded & Predictable AI
Structured prompts and vector retrieval ensure AI outputs remain accurate, safe, and on-brand.
Transforming educational data into actionable insights for students, teachers, and institutions.
Educational institutions collect academic data but rarely convert it into actionable insights. AGMIS is a practical intelligence system that helps identify risks, improve academic monitoring, and support better decisions across every role.
The principles that guide my work, ensuring I deliver not just code, but real business value.
AI Systems Built
Certifications
Cost Reduction
Availability
I build honest systems and maintain transparent communication. No over-promising, just reliable delivery.
Ideas turn into production-ready systems. I ship, iterate, and pay attention to the details that matter.
Constantly exploring new AI paradigms and data structures to bring the best possible solutions to the table.
I start from the problem and the outcome, not the framework. Technology is a means to a measurable result.
I take full responsibility for the systems I build, from initial architecture to final deployment and maintenance.
AI moves fast. I keep learning deliberately and translate new capabilities into practical business value.
“Data is not just numbers on a screen; it is the digital footprint of real actions, and our job is to translate those footprints into clear, human guidance.”
— Hamza Siddiqui
A curated set of AI products, machine learning systems, and automation work — flagship products first.

Academic Guidance & Monitoring Intelligence System
An intelligent academic data platform engineered with FastAPI, PostgreSQL, and scikit-learn to score student performance risk and deliver automated guidance.

AI Voice Agent for Real Estate Lead Qualification
Autonomous voice agent automating inbound customer inquiries, property consultations, and lead qualification 24/7 with zero support latency.

AI-Powered Multi-Document Analysis & Synthesis Engine
Multi-document intelligence tool powered by Groq LLMs (Llama 3.3 70B) that ingests PDFs, DOCX, and TXT files to synthesize domain-specific reports and insights.

n8n Autonomous AI Restaurant Support & Order Agent
Autonomous AI agent workflow built in n8n leveraging Mistral Cloud LLM, Simple Memory session buffer, and live Google Sheets integrations for 24/7 menu lookups, inventory verification, and automated order booking.

Grand Line Message Bounty Detector — NLP Classifier
Binary text classification pipeline coupling TF-IDF vectorization with Multinomial Naive Bayes to classify spam messages with 100% precision on test data.
Ultra-Fast Natural Voice Retrieval-Augmented Generation Engine
Offline RAG system combining vector document search (Phi-3:mini via Ollama) with natural human speech synthesis, delivering grounded audio answers in under 4 seconds.
AI Codebase Explainer & Audio Narration Generator
Offline CLI tool that parses source code across 15+ languages, generating structured, accessible breakdowns and human voice MP3 audio narrations.
Offline Automated Docstring & Inline Comment Generator
Automated CLI documentation tool leveraging local Qwen2.5-Coder LLM via Ollama to generate production-grade docstrings and inline comments across 6 programming languages.
1.4M Dataset Multilingual Sentiment Classifier
Natural language processing pipeline trained on ~1.4 million English and Turkish text samples to classify customer reviews and feedback sentiment.
Automated AI Model & Data Leakage Auditing Framework
Automated testing framework evaluating machine learning models for data leakage, accuracy metrics validation, and structural specification compliance.
Personalized Python Learning Platform with NLP Persona Classification
Adaptive educational platform utilizing NLP classification to identify learner personas and generate personalized Python coding curricula.
Automated EXIF & Facial Recognition Media Sorting Toolkit
Python automation utility that parses Snapchat download archives, extracts EXIF creation timestamps, and categorizes photos using facial recognition.
From Artificial Intelligence workflows to Power BI dashboards — turning data into decisions.
Codec Technologies
A curated set of credentials in AI agents, RAG, multiagent systems, and analytics.
IBM
IBM
IBM
IBM
IBM
IBM
Microsoft
Microsoft
IBM
IBM
IBM
IBM
IBM
IBM
Microsoft
Microsoft
IBM
IBM
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IBM

Interested in discussing Data Science, Data Analytics, Business Intelligence, or Automation? I'd be happy to connect.