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  • Sukkur IBA Univer
  • Karachi, Pakistan

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Dev-Amjad/README.md

Hi there! πŸ‘‹ I'm Amjad Ali

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🌟 Transforming Raw Data into Actionable Intelligence | Building Data Platforms that Scale 🌟

🎯 Currently: Building scalable ETL pipelines and ML solutions as a Data & AI Engineer
πŸ’Ό Serving 15+ international clients across US, UK, and Europe
πŸš€ Specialized in Snowflake architectures, real-time analytics, and production ML deployment

πŸ“ Location: Karachi, Pakistan πŸ‡΅πŸ‡° | Open to: Remote opportunities globally 🌍
πŸŽ“ Education: BS Computer Science @ Sukkur IBA University | Bronze Medalist πŸ₯‰ | GPA: 3.55/4.0
πŸ’¬ Ask me about: ETL Pipelines, Snowflake, AWS, ML Deployment, Data Modeling, LLM Fine-tuning

πŸš€ What I Do

I'm a Data & AI Engineer who builds scalable data platforms and intelligent systems. My expertise spans:

  • πŸ”„ ETL Pipeline Development - Converting complex processes into robust, scalable pipelines
  • πŸ”οΈ Data Warehousing - Snowflake-style architectures, dimensional modeling, BigQuery
  • πŸ“Š Real-Time Analytics - SQL optimization, Looker Studio dashboards, BI solutions
  • πŸ€– ML Deployment - AWS SageMaker, model training, and production deployment
  • 🧠 LLM & RLHF - Fine-tuning language models, prompt engineering, RAG systems
  • πŸ”§ Data Quality - Automated validation, normalization, and pipeline monitoring

Current Mission: Delivering production-ready data solutions that drive measurable business impact across sports, enterprise, and analytics domains.

πŸ’Ό Professional Journey

🌟 Data & AI Engineer @ Autonomous (Jan 2025 - Present) | Onsite & Full-Time

  • Optimized SQL queries to accelerate data retrieval for real-time analytics
  • Designed scalable data models, enhancing data integrity and system performance
  • Automated robust ETL pipelines to process unstructured data, streamlining entire data flow

πŸ“Š Data Analytics Engineer @ Part and Sum (June 2024 - Present) | Remote & Part-Time

  • Designed and maintained efficient data structures in Snowflake for seamless data processing
  • Performed rigorous QA on data pipelines to guarantee accuracy, reliability, and optimal performance
  • Created Looker Studio visualizations and implemented SQL/Python solutions to enhance data processes
  • Serving 15+ international clients across US, UK, and Europe

πŸ”§ ETL Engineer @ Alt-Sports Data Inc (April 2024 - Present) | Remote & Part-Time

  • Converted 132 Lambda functions into 10 robust ETL pipelines, significantly enhancing performance and scalability
  • Developed a Django-based system for sports data ingestion and modeling, paired with robust APIs
  • Provided high-speed, transparent, and reliable data platform support for multiple sports

πŸ€– AI Trainer @ Label Box Inc (Feb 2024 - Oct 2024)

  • Reviewed and refined LLM responses to improve accuracy and performance (RLHF)
  • Solved complex DSA and ML problems under specific deadlines
  • Ensured high-quality task deliverables through rigorous review and adherence to standards

πŸ† Featured Projects

πŸ“Š SUBWAY - Survey Data Warehouse & Dashboard System

End-to-End Data Platform

  • Ingested and processed unstructured survey data with resolving major data quality issues
  • Automated data transformation in Python to split multi-response rows and create unique hash-based primary keys
  • Designed a Snowflake-style normalized data model in BigQuery for scalable analytics
  • Setup Looker dashboards on top of BQ to deliver real-time insights and eliminate manual reporting
  • Tech Stack: Python, BigQuery, Looker Studio, SQL
  • Impact: Eliminated manual reporting and enabled real-time decision making

πŸ₯ Diabetes Risk Prediction System

Production-Grade ML System

  • Cleaned patient records using Winsorization and IQR methods for outliers and improved data quality
  • Performed EDA and DBSCAN to extract key features indicating diabetes risk and medication patterns
  • Trained several ML models and finalized XGBoost for its superior accuracy and reliability
  • Deployed on AWS SageMaker and integrated with a Django app for real-time risk prediction
  • Tech Stack: Python, XGBoost, AWS SageMaker, Django, Scikit-learn
  • Impact: Real-time diabetes risk assessment for healthcare providers

🏈 Prompt-Chaining Framework for Sports Prediction Models

AI-Powered Analytics System

  • Re-engineered a single-prompt prediction system for football analytics into a multi-chain prompt architecture
  • Designed structured dedicated prompt chains, improving accuracy, control, and reducing hallucinations
  • Integrated LangFuse for end-to-end prompt observability and performance tracking
  • Tech Stack: Python, LangChain, LangFuse, OpenAI API
  • Impact: Enhanced prediction accuracy and reduced model hallucinations significantly

πŸ› οΈ Technical Skills

πŸ’» Languages

Python SQL Java JavaScript

πŸ€– AI/ML Frameworks

Scikit-learn TensorFlow PyTorch Hugging Face

Specialized Skills:

  • LLM Fine-tuning & RLHF - Model optimization
  • RAG Systems - Retrieval-Augmented Generation
  • NLP & Computer Vision - Deep Learning applications
  • LangChain - AI agent orchestration
  • Transformers - Advanced NLP models

🌐 Web Frameworks

Django Flask Keras

πŸ“Š Data Engineering & Analytics

  • ETL Pipelines - Airflow, Lambda, custom Python
  • Data Warehousing - Snowflake, BigQuery, dimensional modeling
  • Data Processing - Pandas, NumPy, feature engineering
  • Visualization - Looker Studio, dashboards, BI reporting
  • Data Quality - Validation, normalization, testing

☁️ Cloud & DevOps

AWS Docker Git

AWS Services:

  • SageMaker - ML deployment
  • Lambda - Serverless functions
  • Airflow - Workflow orchestration

πŸ—„οΈ Databases

Snowflake BigQuery PostgreSQL MongoDB MySQL

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πŸŽ“ Education & Achievements

πŸ›οΈ Sukkur IBA University (2021 - 2025)

Bachelor of Science in Computer Science

  • πŸ₯‰ Bronze Medalist | GPA: 3.55/4.0
  • Relevant Coursework: Artificial Intelligence, Machine Learning, OOP, Data Structures & Algorithms, Parallel & Distributed Computing, Digital Image Processing, Database Management, Linear Algebra, Statistics

🌐 Let's Connect!

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πŸ“Š Profile Stats


πŸ’‘ "Turning raw data into scalable intelligence, one pipeline at a time"

⭐️ From amjadali-ml - Passionate about Data Engineering, ML, and solving real-world problems

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