< MLguy />
Upwork

Waqar

Machine Learning Engineer Full Stack Web Developer
Extracting Data Insights & Building Custom Models Fine-tuning & Optimizing for Peak Performance Deploying Scalable Machine Learning Systems Building Scalable & Modern Web Applications Designing Interactive & Responsive User Interfaces
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Skills

Ⅰ︎  ML Algorithms & Libraries

TensorFlow, PyTorch, JAX, Scikit-learn, Pandas, NumPy — end-to-end model development and deployment pipelines.

Ⅱ︎  Natural Language Processing

Fine-tuning open-source models such as Google Flan-T5, Qwen, and LLaMA series on custom datasets; deploying to production.

Ⅲ︎  Computer Vision

OpenCV, YOLO models, fine-tuning VGG16 for real-time detection, CNNs and Vision Transformers.

Ⅳ︎  Full Stack Web Development

FARM stack, Django, React — building scalable web applications and REST APIs, mostly for deploying LLMs & ML models.

Ⅴ︎  Cloud Computing

Azure, AWS, Railway, Koyeb — serverless computing, containerized deployments, and ML model hosting at scale.

Ⅵ︎  LLM APIs & Agents

Integration with OpenAI, Gemini, Claude, and Hugging Face APIs; agentic workflows using LangGraph.

Ⅶ︎  Data Viz & Databases

Plotly, Matplotlib for data visualization; SQL and NoSQL databases — PostgreSQL and MongoDB.

Tools & Technologies

Python
Python
Scikit-learn
Scikit-learn
PyTorch
PyTorch
JAX
JAX
Azure
Azure
AWS
AWS
React
React
Next.js
Next.js
Django
Django
JavaScript
JavaScript
PostgreSQL
PostgreSQL
MongoDB
MongoDB
Docker
Docker
Kubernetes
Kubernetes
Pandas
Pandas
Git
Git

Featured Projects

LinkedIn Content Generator Web App

A monolithic progressive web app in Django with PostgreSQL, a complete agentic AI content generator using LangGraph, scheduling and notification via cronjobs and Resend API, Google OAuth, Cloudinary media storage, and Cloudflare security.

Agentic RAG System with Hybrid Search

Production-ready agentic RAG using FARM stack + LangGraph query routing. Self-hosted Modal.com infrastructure serving Qwen 8B on T4 GPUs, BGE-Large embeddings and BGE-Reranker on L4 GPUs. Google OAuth, user rate limiting — containerized for Railway and Koyeb.

Agentic CRM for Real Estate Company

FARM stack CRM with role-based access control, Gemini API, LangGraph, Cloudinary, MongoDB Atlas, WhatsApp and email notifications — fully agentic client management.

Real Estate Site

Built with Next.js and MongoDB — property listings, blogs, user submissions with admin approval, full CRUD operations, and a separate admin panel.

LinkedIn Scraper API

A REST API that extracts LinkedIn profile data in real-time using persistent Chrome sessions with one-time authentication to bypass anti-bot measures, delivering structured JSON via HTTP.

Construction Site Portfolio

A dynamic Next.js website for a construction company — WhatsApp API integration, MongoDB database, and a modern content-driven design.

Detecting Ads on Live TV Using Deep Learning

Deep learning architectures to detect commercial starts and categorize ads in live TV broadcasts. Detailed pipeline available — source code under NDA.

Predicting Sports Odds via Unsupervised Learning

DBSCAN-based clustering to find relative average predictions vs. bookmakers; detects errors when variance exceeds threshold for sports betting analysis.

MCTS-UCB-Transformer Ensemble Chess Engine

Chess engine combining an encoder-only Transformer, UCB exploration, and Monte Carlo Tree Search in an ensemble — real-time play via terminal.

Sentiment Analysis with BERT

Fine-tuned Google BERT for analyzing sentiment in user comments and responses across multiple domains with high accuracy.

Essay Evaluation System

BERT fine-tuned with grammar and spelling checks to evaluate academic essays and output IELTS band scores automatically.

Physics Q&A Chatbot

Fine-tuned LLaMA model on a custom physics dataset to answer domain-specific questions with high factual accuracy.

Decoder-only Transformer for Generative AI

Built a decoder-only Transformer architecture from scratch for predicting and generating natural language sequences.

ViT-VQ-GAN for Image Generation

Vision Transformer combined with VQ-GAN for high-quality image generation; benchmarked against StyleGAN and diffusion models.

Certifications

Microsoft Azure Data Scientist Associate
Microsoft
Jan 2025

Let's Build Together

Ready to collaborate on your next project? Reach out through any of these channels — I typically respond within a few hours.