Hi, I'm Ahmed ML Engineer & Data Scientist

I ship ML models that run in prod, not just notebooks. Currently building audio generation tools and LLM applications — always learning what breaks at scale.

Ahmed Khaled Ali - ML Engineer and Data Scientist

About

I'm an ML engineer who transitioned from web development to AI through certifications and hands-on project work.

While completing my engineering degree, I built production systems as a sole developer, gaining hands-on experience in taking projects from concept to deployment with minimal supervision.

My unique journey gives me a full-stack perspective — combining web development foundations with cutting-edge ML expertise. I've delivered measurable impact: platforms serving real users, AI models in production, and MVPs shipped on tight deadlines.

Focus Areas

MLOps, GenAI, Production ML Systems, Full-Stack Development

Location

Cairo, Egypt — Open to Remote & Relocation

Education

Bachelor of Engineering

Computer & Control Engineering

Obour High Institute
Certified

Data Scientist

DataCamp Professional Certificate

+ 8 More Certifications

Experience

Full-Stack ML Engineer

SongLabAI Inc.
Sep 2024 — Present Remote

SongLabAI

AI Music Generation Platform
  • Architected and deployed 2 custom generative AI models for vocal and instrumental synthesis
  • Integrated Hugging Face inference APIs with custom WordPress frontend and PHP backend
  • Implemented secure authentication, payment processing, and MySQL database architecture
  • Generated 100+ AI songs for platform users
Hugging Face Python WordPress PHP MySQL

AdviceBuddy

AI Mental Wellness Platform
  • Deployed GPU-accelerated LLM inference on Modal with therapeutic system prompt and safety monitoring
  • Built text-to-speech with 12 voice configurations (gender × accent) as Pro Plus exclusive feature
  • Implemented 3-tier Stripe subscription with server-side rate limiting and transactional emails
  • Designed Supabase auth with RLS policies and custom PostgreSQL functions for secure multi-tenant data
Next.js Python Modal Supabase Stripe

Founding Engineer

Connectyed
Apr 2024 — Sep 2024 Remote • Contract

Built MVP for professional matchmaking platform in 5 months as sole technical founder.

  • Developed Laravel REST API backend and Vue.js SPA frontend with real-time features
  • Created recommendation engine using collaborative filtering for match suggestions
  • Integrated Zoom/Google Meet APIs and deployed on production infrastructure
  • Delivered full MVP in 5 months with minimal supervision
Vue.js Laravel PHP MySQL OAuth

Freelance Data Scientist & Developer

Self-Employed (Upwork)
Mar 2022 — Present Remote

Transitioned from web dev to ML/AI through intensive self-study and certifications.

  • Delivered 15+ projects including web apps, data analysis, and ML models
  • Worked with international clients across diverse industries
  • Built expertise in Python, TensorFlow, PyTorch, and cloud deployments
Python TensorFlow PyTorch AWS Docker

Projects

Production-grade ML systems and applications

IN
ML
OUT
MLOps

ML Training & Serving Pipeline

Complete MLOps pipeline with 1000+ RPS throughput. Scalable training infrastructure, automated deployment, monitoring, and A/B testing.

<1ms Latency
735K Params
Azure ML PyTorch Docker FastAPI
👍 👎 💬
LLM / NLP

Car Reviews Analysis with LLMs

Chatbot using LLMs for auto dealership customer service with sentiment analysis, Q&A, and text summarization features.

80%+ Accuracy
7 NLP Features
LLMs NLP Transformers
🧠
MLOps / NLP

Enterprise RAG System

Production-ready document retrieval platform with semantic search. FastAPI backend, Streamlit frontend, ChromaDB vector database.

<100ms Search
1K Chunks/min
FastAPI ChromaDB Docker Redis
Risk
ML

Insurance Claim Prediction

Predictive model optimizing pricing strategies for insurance companies. Enhanced risk assessment accuracy.

73.4% Accuracy
0.80 AUC Score
scikit-learn Pandas Python
+20%
Data Science

Recipe Traffic Prediction

Predictive models achieving 77.65% accuracy in identifying high-traffic recipes. Compared Decision Tree, Random Forest, and XGBoost classifiers.

77.65% Accuracy
81.82% F1 Score
EDA Python Visualization

Tech Stack

ML & AI

  • Python, SQL
  • TensorFlow, PyTorch, Keras
  • Hugging Face, LangChain, OpenAI API
  • NLP, Computer Vision, Deep Learning

MLOps & Infrastructure

  • Azure ML, AWS, Docker, Modal
  • MLFlow, FastAPI, Redis
  • Pandas, NumPy, scikit-learn
  • MySQL, PostgreSQL, ChromaDB, Supabase
  • Streamlit, Gradio, Plotly, Matplotlib

Full-Stack Integration

  • Vue.js, Next.js, React
  • Laravel, PHP, REST APIs
  • WordPress, HTML/CSS
"
Ahmed has been instrumental in developing three complete platforms for our companies. He built our professional matchmaking platform with Laravel and Vue.js, our AI music generation platform, and most recently our AI mental wellness companion AdviceBuddy. His ability to deliver production-ready systems that exceed expectations is exceptional.

George Page

Principal, Songlabai Inc

Burlingame, California

Get in Touch

Currently exploring new opportunities. Have a project in mind or just want to connect? I'd love to hear from you.