Usama Saeed

I build machine learning systems that turn raw data into decisions.

Data Scientist focused on computer vision, LLM-backed applications, and ETL pipelines — currently completing an MDS and shipping production-style projects in Python, TensorFlow, and PostgreSQL.

Sadiqabad, Punjab, Pakistan  ·  +92 300 1788451  ·  GitHub  ·  Kaggle  ·  LinkedIn

Projects

Canal Monitoring & Drift Detection System

Repo ↗

An AI-ready web interface for real-time surveillance of irrigation canals and water courses, built to replace manual patrolling with automated digital oversight and cut water theft and distribution inequities.

FastAPILLMPythonPostgreSQLVector DBMapping

Traffic Violation & Vehicle Tracking System

Repo ↗

Real-time computer vision pipeline reaching 92% detection accuracy by fine-tuning YOLOv8 on custom training data and integrating DeepSORT for multi-object tracking, with outputs stored in MongoDB for downstream analysis.

YOLOv8DeepSORTPythonMongoDB

Movie Recommendation System

Repo ↗

Content-based filtering engine using TF-IDF feature vectors over a normalized, indexed PostgreSQL schema — cut recommendation latency by 30%.

PythonScikit-learnPostgreSQL

Airline ETL & Data Warehouse Pipeline

Repo ↗

End-to-end ETL pipeline ingesting 500K+ records from heterogeneous sources into a PostgreSQL warehouse, cutting report generation time by 45% through schema normalization and query optimization.

PythonPostgreSQLMySQLMongoDBPentaho

Property Sale Data Analysis & Visualization

Repo ↗

Pricing-trend models across 80K+ transactions with 87% directional accuracy, backed by SQL queries and stored procedures powering interactive dashboards for stakeholders.

PythonPostgreSQLPandasSeaborn

Multi-Agent Chatbot System

Repo ↗

Multi-agent chatbot architecture with sub-agents, grounding responses in live database queries via structured retrieval — improved factual accuracy by 38%. In progress

PythonLangChainLLMs

YouTube Chatbot with RAG

Repo ↗

Lets a user drop in a YouTube URL and ask questions about the video — pulls the transcript via the YouTube API and answers using retrieval-augmented generation.

PythonLangChainLLMsStreamlit

Experience

Back-End AI Engineering Intern

Aug 2026 – Present
FlyRank.ai · self-paced, weekly deliverables
  • Build and expose APIs for internal data and model services
  • Design data-flow pipelines connecting ingestion, processing, and storage
  • Integrate LLMs into backend workflows and handle failure/error cases

Skills

AI & Machine Learning

Machine learning, deep learning (TensorFlow, PyTorch, Scikit-learn), computer vision (YOLO, OpenCV), LLMs, LangChain & AI agents

Data Engineering & Analytics

ETL pipelines, statistics & experimental design, data visualization

Languages & Databases

Python, SQL, PostgreSQL, MySQL, MongoDB

Cloud & DevOps

AWS, Docker, Kubernetes, Databricks, production ML pipeline integration

Also comfortable in

C++, Java, C#, Kotlin, JavaScript, HTML/CSS

Languages spoken

English (proficient), Urdu (native), Punjabi (native)

Education & Certifications

Education

Bachelor of Data Science

Khwaja Fareed University of Engineering & IT, Rahim Yar Khan · Jan 2022 – Dec 2025

Certifications & Training

  • Associate AI Engineer for Data Scientists — DataCamp
  • Advanced Machine Learning — Kaggle
  • Advanced Deep Learning — Kaggle
  • Machine Learning Explainability — Kaggle
  • Intro to Deep Learning — Kaggle
  • Geospatial Analysis — Kaggle
  • Google Data Analytics Professional Certificate — Coursera
  • Hybrid RAG Solution — AWS
  • AWS Cloud Practitioner
  • Data Is Everywhere — Google
  • Alibaba AI Hackathon 2026