11/02/2026 updated

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AI/ML Engineer | Generative AI | Computer Vision | LLMs

Lahore, Pakistan
Only remote
Bachelor of Science in Computer Science
Lahore, Pakistan
Only remote
Bachelor of Science in Computer Science

Profile attachments

Muhammad Ahsan CV.pdf

About me

AI/ML Engineer with 1.5 years of experience designing and shipping production-grade Machine Learning, Deep Learning, Generative Modeling, and Agentic AI systems. Proven track record building end-to-end AI pipelines from data and model to deployment.

Artificial IntelligenceComputer VisionCloud EngineeringMachine LearningOpenCVTensorFlowAzure Machine LearningFeature EngineeringPyTorchLarge Language ModelsDeep LearningGenerative AIMachine Learning OperationsArtificial Intelligence Markup Language (AIML)Unsupervised Learning
Machine Learning & Deep Learning
Expertise in Supervised and Unsupervised Learning, Contrastive Learning, CNN, Encoder-Decoder, RNN, GANs, LSTM, and Reinforcement Learning (PPO, Q-Learning). Hands-on experience building and deploying production-grade ML and DL pipelines end-to-end.

Large Language Models & Generative AI
Proficiency in LLM Fine-Tuning (Qwen, GPT, BERT), Instruct Fine-Tuning, Quantization, RoPE, Attention Mechanisms, and Mixture-of-Experts architectures. Experience with LangChain, Hugging Face Transformers, and building Agentic AI systems.

Applied Computer Vision
Strong background in building computer vision systems including YOLO-based object detection, OCR pipelines, image skew correction, pose keypoint detection, garment masking, and virtual try-on systems using GAN and diffusion models.

Python & Bash Programming
Advanced programming skills in Python and Bash, used extensively for building AI pipelines, automation scripts, and backend services.

Frameworks & Tools
Practical experience with TensorFlow, PyTorch, Scikit-learn, FastAPI, Pandas, NumPy, OpenCV, Librosa, NLTK, Regex, and MLRunway for building and deploying machine learning solutions.

Cloud & DevOps (AWS)
Working knowledge of AWS services including SageMaker, Lambda, EC2, S3, ECS, and EKS. Experience with Docker, Git, and GitHub for containerization and version control in production environments.

Data Science & Feature Engineering
Skills in Data Cleaning, Feature Engineering, Missing Value Imputation, Vectorization, Normalization and Scaling, Dimensionality Reduction, and Tokenization for preparing datasets for model training.

Databases & Vector Search
Experience with PostgreSQL, MongoDB, MySQL, FAISS (Vector Databases), and NeonDB. Hands-on use of MongoDB Vector Search for retrieval-augmented generation applications.

Project Management & Agile
Familiarity with Git, GitHub, and Jira-Atlassian for project tracking using Scrum and Kanban methodologies in cross-functional team environments.

Experience

Professional experience0 - 5 years
Freelancer since2023

Languages

EnglishFluent

Project history

AI/ML Engineer

Conscitool, Multan (Remote)
Built an Agentic 3D/4D visual-generation platform orchestrating Kimi and Gemini APIs with Amazon S3 for asset storage. Developed FastAPI backend on PostgreSQL covering authentication, AI inference serving, and database state management. Built a demand-probability prediction model using quartile-based thresholds and cyclical month features.

AI/Backend Developer

Muzads.com (Freelance)
Led backend and AI development of a multi-agent ad-generation platform. Built agents producing ad creatives through OpenAI GPT and Runway model APIs, served via FastAPI microservices on AWS (S3/CloudFront) with PostgreSQL and JWT authentication.

E-Commerce Customer Support Chatbot API (Gemini RAG)

Personal Project
Built a FastAPI chatbot backend using Gemini function calling over live store data and retrieval-augmented answers from policy documents embedded and indexed in MongoDB Vector Search. Added server-sent event streaming and per-session context with rate limiting.

Urdu Writing Recognition OCR

Personal Project
Built an Urdu handwriting OCR system on the UNHD dataset (7,300 samples) using a CNN encoder paired with an attention-based decoder, reaching 90% word accuracy on real receipts recognition.

Transformer & LLM Internals (from scratch, TensorFlow)

Personal Project
Implemented decoder-only transformer components from scratch including rotary-embedding attention with causal masking, RMSNorm, SwiGLU feed-forward, and a top-1 mixture-of-experts layer. Prototyped KV caching and a PPO fine-tuning loop.

Virtual Try-On System

Times University, Multan (Final Year Project)
Built a VITON-style try-on pipeline on the VITON dataset with pose keypoint detection, garment masking and parsing, and agnostic person and parse generation. A Geometric Matching Module warps the target garment using affine and Thin Plate Spline transformations, and an encoder-decoder GAN synthesizes the final try-on image (88% garment-fitting accuracy). Extended in 2025 into an experimental dual-path conditional diffusion model with CLIP cross-attention and DensePose/OpenPose conditioning.

AI Developer/Data Engineer

Green Fin Technologies, Multan
Built end-to-end training datasets via API data pulling, synthetic data generation, preprocessing, and annotation. Developed a bank cheque OCR pipeline using two YOLO detectors for cheque localization and key field extraction, followed by text recognition. Set up FastAPI microservices and client-side inference with TensorFlow.js for low-latency ML in production.

Certificates

Generative AI with Large Language Models

DeepLearning.AI (Coursera)

2023


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