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1 0 1 0 0 1 1 1 0 0 1 1 0 0 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 1 0 1 1 1 1 1 1 0 1 0 0 0 1 1 0 1 11 0 1 0 0 1 1 1 0 0 1 1 0 0 0 1 0 0 1 0 1 0 0 1 0 1 0 1 0 1 1 0 1 1 1 1 1 1 0 1 0 0 0 1 1 0 1 1

1 0 1 1 0 1 0 1 0 0 0 1 1 0 1 1 1 1 1 1 0 0 1 0 1 1 0 0 0 1 1 1 1 0 0 1 0 1 1 0 1 1 0 0 0 0 1 01 0 1 1 0 1 0 1 0 0 0 1 1 0 1 1 1 1 1 1 0 0 1 0 1 1 0 0 0 1 1 1 1 0 0 1 0 1 1 0 1 1 0 0 0 0 1 0

1 0 1 1 0 1 1 0 1 0 0 1 0 0 1 0 0 1 0 0 1 1 1 1 0 0 0 0 1 0 1 1 0 1 1 0 0 0 1 0 1 1 0 1 1 1 1 01 0 1 1 0 1 1 0 1 0 0 1 0 0 1 0 0 1 0 0 1 1 1 1 0 0 0 0 1 0 1 1 0 1 1 0 0 0 1 0 1 1 0 1 1 1 1 0

1 1 0 0 0 1 0 0 1 0 1 1 1 1 0 0 0 1 0 1 0 1 0 0 0 1 1 1 1 0 1 0 0 0 1 0 1 1 1 0 1 1 1 1 0 1 1 11 1 0 0 0 1 0 0 1 0 1 1 1 1 0 0 0 1 0 1 0 1 0 0 0 1 1 1 1 0 1 0 0 0 1 0 1 1 1 0 1 1 1 1 0 1 1 1

1 1 0 0 0 1 1 0 1 0 0 1 1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 1 1 1 0 1 0 0 1 0 1 0 1 1 1 1 0 1 0 1 01 1 0 0 0 1 1 0 1 0 0 1 1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 1 1 1 0 1 0 0 1 0 1 0 1 1 1 1 0 1 0 1 0

1 1 1 1 0 1 0 0 0 0 1 1 0 1 1 0 0 0 1 1 0 0 0 0 0 0 1 1 0 1 1 0 1 1 1 1 0 0 0 1 1 0 1 0 0 0 1 11 1 1 1 0 1 0 0 0 0 1 1 0 1 1 0 0 0 1 1 0 0 0 0 0 0 1 1 0 1 1 0 1 1 1 1 0 0 0 1 1 0 1 0 0 0 1 1

1 0 1 1 0 1 1 1 0 0 0 1 1 1 0 0 1 0 1 1 1 0 1 0 0 0 0 1 0 1 1 1 0 0 1 0 1 1 0 1 0 0 1 1 1 1 1 01 0 1 1 0 1 1 1 0 0 0 1 1 1 0 0 1 0 1 1 1 0 1 0 0 0 0 1 0 1 1 1 0 0 1 0 1 1 0 1 0 0 1 1 1 1 1 0

1 0 0 1 0 0 0 1 0 0 1 1 0 1 0 1 0 0 1 0 0 1 0 1 1 1 0 0 0 0 0 1 1 1 0 1 0 1 1 1 0 0 0 0 0 1 0 01 0 0 1 0 0 0 1 0 0 1 1 0 1 0 1 0 0 1 0 0 1 0 1 1 1 0 0 0 0 0 1 1 1 0 1 0 1 1 1 0 0 0 0 0 1 0 0

1 0 0 0 1 0 1 1 1 0 1 1 1 0 1 1 1 1 0 1 1 1 1 0 0 1 0 1 1 0 0 1 1 0 1 1 0 0 1 0 0 0 0 0 1 0 0 11 0 0 0 1 0 1 1 1 0 1 1 1 0 1 1 1 1 0 1 1 1 1 0 0 1 0 1 1 0 0 1 1 0 1 1 0 0 1 0 0 0 0 0 1 0 0 1

1 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 1 0 0 0 1 0 1 0 0 1 0 1 1 0 0 0 0 1 0 1 1 1 0 0 0 0 1 0 0 0 01 1 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 1 0 0 0 1 0 1 0 0 1 0 1 1 0 0 0 0 1 0 1 1 1 0 0 0 0 1 0 0 0 0

1 1 1 1 1 0 1 0 0 0 1 1 1 0 0 1 1 1 0 1 1 0 1 0 1 0 1 1 1 1 0 0 0 1 0 0 1 1 0 0 0 1 1 0 1 1 0 11 1 1 1 1 0 1 0 0 0 1 1 1 0 0 1 1 1 0 1 1 0 1 0 1 0 1 1 1 1 0 0 0 1 0 0 1 1 0 0 0 1 1 0 1 1 0 1

1 1 1 1 1 0 0 0 0 0 0 1 1 0 1 1 1 0 1 0 0 0 0 0 0 1 1 1 0 0 0 1 1 0 1 1 0 0 0 1 1 1 1 0 0 1 0 11 1 1 1 1 0 0 0 0 0 0 1 1 0 1 1 1 0 1 0 0 0 0 0 0 1 1 1 0 0 0 1 1 0 1 1 0 0 0 1 1 1 1 0 0 1 0 1

0 0 0 0 1 0 1 0 0 0 1 1 0 1 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 0 1 1 1 0 1 1 1 1 1 1 0 0 00 0 0 0 1 0 1 0 0 0 1 1 0 1 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 0 1 1 1 0 1 1 1 1 1 1 0 0 0

0 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 1 0 1 1 1 1 0 0 1 0 0 1 0 0 0 1 0 0 0 0 1 1 1 1 1 1 1 1 0 0 1 10 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 1 0 1 1 1 1 0 0 1 0 0 1 0 0 0 1 0 0 0 0 1 1 1 1 1 1 1 1 0 0 1 1

0 0 0 0 1 0 0 1 1 0 0 0 0 1 1 1 0 0 0 0 0 1 1 1 0 1 0 0 1 1 0 0 0 0 1 1 0 0 1 0 1 1 0 0 1 1 1 00 0 0 0 1 0 0 1 1 0 0 0 0 1 1 1 0 0 0 0 0 1 1 1 0 1 0 0 1 1 0 0 0 0 1 1 0 0 1 0 1 1 0 0 1 1 1 0

0 1 1 1 1 1 1 1 0 0 1 0 1 1 1 0 1 1 0 1 1 1 0 0 0 1 1 0 1 1 0 0 1 1 0 1 0 1 1 0 0 0 0 1 0 1 1 10 1 1 1 1 1 1 1 0 0 1 0 1 1 1 0 1 1 0 1 1 1 0 0 0 1 1 0 1 1 0 0 1 1 0 1 0 1 1 0 0 0 0 1 0 1 1 1

0 1 1 1 1 1 0 1 0 0 0 0 0 1 0 0 0 1 1 0 0 0 1 1 1 0 1 1 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 1 10 1 1 1 1 1 0 1 0 0 0 0 0 1 0 0 0 1 1 0 0 0 1 1 1 0 1 1 1 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 0 1 1

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Machine Learning

Hamza Ali, AI Engineer. ENGINEER

Welcome to My
Portfolio

Take a look at my work, my research and the AI systems I've shipped. For over 3 years I've been building and deploying machine learning solutions for clients in different countries.

Download CV

About Me

Discover the Story, Passion, and Purpose Behind the Engineer Building Intelligent Systems

I'm an AI Engineer with more than 3 years of production experience, designing and deploying machine learning systems for clients in different countries. I build ML pipelines, generative AI applications and real-time data systems, and I take each one from the first experiment all the way to cloud deployment.

I'm also a published researcher in 3D point cloud analysis, and I enjoy turning research into products that people actually use. So far that has included multilingual voice agents, RAG systems, real-time crypto signals and a media monitoring system for the KPK Government.

The Engineering Mind That BuildsThe Future of Intelligent Systems

Years of Experience
Production ML engineering across three companies and remote international clients.
Production AI Projects
From voice agents and RAG systems to real-time signal platforms.
Research Publications
Published in the International Journal of Innovations in Science and Technology.
Cryptocurrencies Covered
Real-time signal generation at up to 75% production precision.

Tools

A Curated Set of Tools and Technologies Mastered to Build Production-Grade AI Systems

A carefully selected stack of languages, frameworks, cloud platforms and MLOps tools I use to build, ship and scale reliable machine learning systems.

Python
PyTorch
TensorFlow
FastAPI
Docker
Kubernetes
LangChain
Hugging Face
AWS
GCP
Azure
Kafka

Services

Presenting the Professional AI Services and Unique Value I Offer to Help You Turn Data into Products

I handle the whole process, from research and model training to deploying scalable, monitored systems in the cloud.

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Generative AI & RAG Systems
LLM apps, knowledge agents and retrieval-augmented generation backed by vector databases.
Voice & Chat AI Agents
Multilingual chatbots and real-time voice call agents with live translation, ASR and TTS.
ML Pipelines & MLOps
Reproducible training, tracking and CI/CD with MLflow, DVC, Airflow, Docker and Kubernetes.
Computer Vision
OCR, facial recognition, object detection, image enhancement and generation pipelines.
Real-time Data Engineering
Streaming pipelines with Kafka, PySpark, Redis and Celery for low-latency systems.
Predictive Modeling & Forecasting
XGBoost, LSTM and ensemble models for finance, sports and recommendation systems.
LLM Fine-tuning
Adapting large language models to domain-specific use cases.
Cloud AI Deployment
Scalable AI services on AWS, Azure and GCP (Vertex AI, SageMaker, Cloud Run).

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Career Journey

A Comprehensive Journey Through My Professional Experience Building AI Across Multiple Companies

Three roles building AI that runs in production. Each one gave me deeper experience with generative AI, MLOps and real-time systems.

- Developed a multilingual customer-support chatbot and voice call agent with real-time translation.
- Built generative AI applications, RAG-based systems and knowledge agents using vector databases.
- Built and optimized image-processing pipelines with FastAPI for scalable AI services.
- Managed cloud infrastructure on GCP (Vertex AI) with Docker and Kubernetes for efficient deployment.
GenAIRAGVector DBsFastAPIGCP Vertex AIDockerKubernetes

Showcase Projects

A Selection of Projects That Showcase My Experience in Production AI Engineering

Some of the systems I've built and shipped, from real-time voice agents to a government media monitoring platform. Tap any card to see what I built and the stack behind it.

Research

Published Research in 3D Point Cloud Analysis and AI-Powered IoT

Peer-reviewed work translating statistical and AI techniques into practical solutions.

01
Detection of Holes in Point Clouds using Statistical Techniques
International Journal of Innovations in Science and Technology
Authors: Hamza Ali, Zain ul Abideen, Muhammad Sajjad
March 2024
02
Combatting Illegal Logging with AI-powered IoT Devices for Forest Monitoring
International Journal of Innovations in Science and Technology
Authors: Abdullah Khan, Hamza Ali, Nasru Minullah
April 2024

Education & Learning

Foundations in Engineering, Sharpened by Continuous Learning

Education

Oct 2020 – Jul 2024
B.Sc. Computer Systems Engineering
University of Engineering and Technology (UET), Peshawar, KPK
CGPA 3.21
Oct 2018 – Jul 2020
Intermediate (Pre-Engineering)
IIUI Schools and Colleges, Mansehra, KPK
Grade A+

Certifications

IBM Data Science Professional Certificate
Coursera / IBM
Mar 2022 – Jun 2022
Machine Learning and Deep Learning
CampusX by Nitish Singh (YouTube)
Jul 2023 – Nov 2023
Generative AI with Large Language Models
Coursera / DeepLearning.AI
Oct 2023 – Dec 2023
Machine Learning in Production
Coursera / DeepLearning.AI
Feb 2024 – Apr 2024

Get in Touch to Start a CollaborationAfter Exploring My Work and Expertise

Generative AI
Production ML
RAG Systems
Voice Agents
MLOps
Computer Vision
Real-time Data

Hamza Ali, AI Engineer. ENGINEER

Discover the Story, Passion, and Purpose Behind the Engineer Building Intelligent Systems

The Engineering Mind That BuildsThe Future of Intelligent Systems

A Curated Set of Tools and Technologies Mastered to Build Production-Grade AI Systems

Presenting the Professional AI Services and Unique Value I Offer to Help You Turn Data into Products

Generative AI & RAG Systems

Voice & Chat AI Agents

ML Pipelines & MLOps

Computer Vision

Real-time Data Engineering

Predictive Modeling & Forecasting

LLM Fine-tuning

Cloud AI Deployment

A Comprehensive Journey Through My Professional Experience Building AI Across Multiple Companies

A Selection of Projects That Showcase My Experience in Production AI Engineering

MCP-Based Chatbot & Call Assistant for WOW Health

AI Receptionist for Takumi Hotels, Dubai

Electronic Media Monitoring System for the KPK Government

Bitvizo: Real-time Crypto Signal Generation Platform

WiseSports AI: Sports Prediction Platform

Metabolic AI Healthcare Coach

Published Research in 3D Point Cloud Analysis and AI-Powered IoT

Detection of Holes in Point Clouds using Statistical Techniques

Combatting Illegal Logging with AI-powered IoT Devices for Forest Monitoring

Foundations in Engineering, Sharpened by Continuous Learning

Education

Certifications

Get in Touch to Start a CollaborationAfter Exploring My Work and Expertise