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Making Something !!
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humza-sami/README.md

Machine Learning Engineer

LinkedIn Email


๐ŸŽ“ Education

Oxford University

Machine Learning Summer School | Oxford, United Kingdom | Summer 2022

Information Technology University

M.S. in Electronics and Computer Science | Lahore | 09/2019 - 03/2021

  • CGPA: 3.72
  • Thesis: Machine Learning Approaches for Breast Cancer Detection

Information Technology University

B.S. in Electrical Engineering | Lahore | 09/2015 - 06/2019

  • CGPA: 3.58
  • Final Year Project: Microwave Imaging for Breast Cancer Detection

๐Ÿ’ผ Professional Experience

AI Architect | PrimisAI

09/2023 - Present | United States

  • Developed Auto Verification Systems for RTL
  • Created training and inference pipelines for private LLMs
  • VsCode Extension Development
  • Implemented RAG-based AI applications for private data processing
  • Built chatbots using Falcon, Llama-2, and OpenAI APIs

Machine Learning Engineer | RapidSilicon

03/2022 - 09/2023 | Lahore, Pakistan

  • Optimized quantized neural networks for FPGA deployment
  • Developed NLP models for code generation and Verilog integration
  • Created AI-assisted VSCode extensions for Verilog programming

Machine Learning Engineer | AFINITI

03/2021 - 03/2022 | Lahore, Pakistan

  • Engineered models for real-time acoustic echo cancellation
  • Optimized TensorFlow Lite models for mobile device deployment

ILAB Unit Manager | Proceedit

02/2021 - 03/2021 | Barcelona, Spain

  • Implemented real-time signal processing prediction models
  • Developed stock price prediction models using technical analysis

Senior Research Fellow | Information Technology University

09/2019 - 03/2021 | Lahore, Pakistan

  • Conducted research on microwave imaging for breast cancer detection
  • Developed deep learning models for medical applications

Undergrad Research Fellow | Information Technology University

08/2018 - 03/2019 | Lahore, Pakistan

  • Assisted in research on microwave imaging for breast cancer detection
  • Contributed to the development of deep learning models for medical applications

๐Ÿ“š Certifications

  • React Web Development | Scrimba

  • Blockchain Specialization | University of Buffalo

  • Machine Learning Engineering for Production (MLOps) Specialization | Deeplearning.AI

  • Advanced Machine Learning and Signal Processing | IBM


๐Ÿ“ Publications

  1. "Machine Learning-Based Approaches For Breast Cancer Detection in Microwave Imaging"

    DOI: 10.23919/USNC-URSI51813.2021.9703518

  2. "Development of Prototype Microwave Radar-based Imaging System for Breast Cancer Detection"

    DOI: 10.17582/journal.jeas/39.2.170.179

  3. "Performance Comparison of Image Reconstruction Algorithms in Microwave Imaging for Breast Cancer Screening"

    DOI: 10.1109/ICMAC54080.2021.9678274


๐Ÿš€ Key Projects

  • DocTalk: RAG based LLM using a React Based Web App
  • Echo and Noise Removal System: Implemented Dual-Signal Transformation LSTM for VOIP echo cancellation
  • RF Fingerprinting for UAVs: Designed AlexNet-based system for drone identification via RF signals
  • Wheat Head Detection: Leveraged Faster RCNN for accurate aerial image wheat head detection
  • Transformer-based Code Generation: Created a model for natural language to code conversion

๐Ÿ›  Technical Skills

  • Programming Languages: Python, JavaScript, Typescript
  • Frameworks & Tools: FastAPI, Docker, Hugging Face, Google Cloud, AWS, OpenAI, PyTorch, QKeras, vLLM, QLora, Ollama, React
  • Specializations: MLOps, Model Serving, Inference Pipeline, API Development, Web Development, Python Automation

๐ŸŽฎ Interests

  • Gaming
  • Robotics

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