🧠
LLM Fine-Tuning
Fine-tuning & optimizing Llama, Mistral, DeepSeek and BERT for real accuracy — measurable loss and perplexity gains on your domain data.
Available for new projects
I turn data & models into production AI systems that actually ship.
AI / ML & Data Engineer —
I'm an AI/ML & Data Engineer. I fine-tune LLMs, ship computer-vision systems, and build the data pipelines that feed them — plus RAG chatbots and workflow automation. I've also delivered production voice agents for clients. 100% Job Success on Upwork, every contract rated 5.0.
- 100% Job Success
- 5.0★ Avg. rating
- ANLP 2025 Published research
01 — About
ML & data engineer who ships
production systems, not demos.
I'm Muhammad Ali Mahmood — an AI/ML & Data Engineer focused on the messy, valuable part: taking models from a notebook all the way to something a business runs on 24/7.
My core work is LLM fine-tuning, computer vision, and the data pipelines behind them — plus RAG systems, chatbots and workflow automation. I've also built production voice agents for clients when a project called for it.
Currently a Data Engineer at Adalfi (Techlogix), BSc Computer Science (Data Science & ML) from GIK Institute, and IBM-certified in Machine Learning. My news-modeling research was accepted at the 31st ANLP Conference 2025 (Japan).
0Job Success
0Products shipped
0Pipeline latency cut
0CV model accuracy
02 — What I do
Services built around
business outcomes.
👁️
Computer Vision
Production CV systems — object detection, image matching and segmentation with YOLO, CLIP, U-Net and OpenCV, deployed at scale.
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Data Engineering
Scalable ETL/ML pipelines on Spark, Airflow & Kubernetes, plus dashboards and analytics that turn raw data into decisions.
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RAG & Chatbots
Retrieval-augmented pipelines and chatbots wired into your knowledge base — embeddings, vector databases, OpenAI & LangChain.
⚙️
Workflow Automation
End-to-end automation with n8n — connecting Google Sheets, Drive, Airtable, CRMs and APIs so the busywork runs itself.
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AI Voice Agents
Client-proven inbound/outbound voice receptionists that qualify leads, book appointments and log to your CRM — built on Vapi, Retell & Synthflow.
03 — Selected work
Products & projects
that went live.
CV
MerchandizingAI
Hybrid computer-vision system for Dollar Industries — image–planogram matching with YOLO, CLIP, MobileNet, SSIM & pHash. 93% detection, 85% compliance, 70% faster audits.
- YOLO
- CLIP
- MobileNet
- pHash
LLM
Medical LLM Fine-Tuning
Fine-tuned Llama 3, Mistral and DeepSeek R1 on medical reasoning data — 30% loss reduction (1.2 loss, 6.4 perplexity) for more reliable clinical responses.
- Llama 3
- Mistral
- DeepSeek
- SFT
Live
Memorial Workspace
↗A private AI coordinator for funeral homes — multilingual voice + text intake, auto-organized Google Drive and server-side PDF generation. Live in production.
- Next.js
- OpenAI
- Google APIs
- Chatbot
Live
DropBoard
↗A Shopify app that mirrors products, inventory and launch-day sales into an Airtable launch tracker within seconds — built with React Router, GraphQL Admin API and webhooks.
- Shopify
- React Router
- GraphQL
- Airtable
ANLP ’25
News Sentiment Analyzer
Fine-tuned BERT & RoBERTa on a 10k-sample news dataset (86% accuracy, +20% performance) to classify sentiment across sources — research accepted at ANLP 2025, Japan.
- BERT
- RoBERTa
- NLP
- Research
FYP
DyslexiAid
Mobile + web AI platform for dyslexia detection and intervention — analyzing handwriting, drawing, speech and reading with deep learning at 85% accuracy, with adaptive learning plans.
- Deep Learning
- CV
- NLP
- Flutter
GAN
HandwritingGANs
Implemented DCGANs and Conditional GANs to generate high-fidelity images from a 60k-image handwriting dataset — 30% improvement in clarity and realism.
- GANs
- DCGAN
- PyTorch
- Deep Learning
Live
Deskless AI
↗A done-for-you AI voice receptionist that answers inbound calls 24/7, qualifies leads and logs them to Google Sheets/CRM in real time, with automated SMS + email follow-up.
- Vapi
- Retell
- Synthflow
- n8n
Live
AirBot
↗Production AI agents that automate Airbnb hosting end to end — guest messaging, booking logic and personalized upselling — cutting response time by ~60%.
- AI Agents
- NLP
- Automation
- Upselling
04 — Tech stack
Tools I reach for.
AI / ML
- PyTorch
- TensorFlow
- Keras
- Scikit-learn
- NumPy · Pandas
LLMs & GenAI
- OpenAI API
- LangChain
- RAG · Vector DBs
- Llama · Mistral · DeepSeek
- BERT · RoBERTa
Computer Vision
- YOLO
- OpenCV
- CLIP · U-Net
- ResNet
- GANs
Data & Cloud
- Spark · Airflow
- Kubernetes
- PostgreSQL · MongoDB
- AWS · Azure
- Power BI
Automation & Voice
- n8n
- Vapi
- Retell AI
- Synthflow
- Twilio
Web & Languages
- Python · C/C++
- SQL · R
- Next.js · React
- Flask
- Flutter · Dart
05 — Experience
Where I've built.
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Jul 2025 — Present
Data Engineer · Adalfi (Techlogix)
Migrated Adal Fintech's ETL & ML pipeline from legacy SSIS to a modern Spark + Airflow + Kubernetes stack, cutting pipeline latency by 65%. Built MerchandizingAI — a hybrid CV system hitting 93% detection and 85% compliance accuracy with 70% faster audits.
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Feb 2025 — May 2025
AI Engineer · Lumunate
Built and deployed AirBot (myairbot.ai), a production automation platform for Airbnb hosting. Designed modular AI agents for real-time messaging, booking logic and personalized upselling — improving response time and booking efficiency by 60%+.
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Jun 2024 — Jan 2025
Junior Data Scientist · Rapide Technologies
Curated a 10k-sample news dataset and fine-tuned BERT & RoBERTa to 86% accuracy (accepted at ANLP 2025, Japan). Trained an AI skin-detection system with YOLOv5 & Ollama PHI-3, processing 10k+ images at 92% accuracy.
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2021 — 2025
BSc Computer Science · GIK Institute
Data Science & Machine Learning — GPA 3.61/4.00. Microsoft Learn Student Ambassador. IBM-certified in Machine Learning & AI; Python (University of Michigan).
06 — Testimonials
What clients say.
★★★★★
"Ali did a great job creating the first version of my MVP. He was responsive, professional, and able to turn my ideas into a working product."
★★★★★
"Muhammad did a fantastic job. He took feedback well, considered cost and speed, and delivered a well-documented solution. I'll definitely work with him again."
★★★★★
"His performance is extraordinary — detail-oriented, always learning the latest tech, and building AI applications that drive client satisfaction. I recommend him to anyone."
07 — Contact
Have a model to ship or a
pipeline to build? Let's build it.
I usually reply within a few hours. Tell me what you want to build and you'll get a concrete plan and timeline.
ali408mehmood@gmail.com