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hamzasand/README.md

Muhammad Hamza

Overview

Welcome to my GitHub portfolio! I am Muhammad Hamza, a Machine Learning Engineer with extensive hands-on experience in Deep Learning (DL), Natural Language Processing (NLP), and Generative AI. This repository showcases various projects and implementations that demonstrate my expertise across these domains.

πŸ”§ Skills

Programming Languages:

Python SQL Bash

Machine Learning & Deep Learning:

TensorFlow PyTorch Keras

NLP & Transformers:

Transformers OpenAI

DevOps & Deployment:

Docker Kubernetes GitHub

APIs:

Deepgram OpenAI API ElevenLabs

πŸ“‚ Project Highlights

  • Built a long-text summarization model using BART and LED transformers.
  • Focused on summarizing medical reports, leveraging ccdv/pubmed-summarization dataset.
  • Techniques: Transfer Learning, Transformers, PyTorch
  • Lip-syncing model that maps audio to video in real-time using Wav2Lip.
  • Optimized inference script for faster processing by reducing I/O overhead.
  • Techniques: Computer Vision, Deep Learning, Model Inference Optimization
  • Real-time speech transcription using Deepgram API for automatic speech recognition (ASR).
  • Implemented efficient streaming from microphone input and synchronized text output.
  • Techniques: ASR, Streaming Audio Processing, NLP
  • Created AI-generated artwork using GANs for image generation.
  • Focused on training stable GAN architectures and tuning hyperparameters for high-quality outputs.
  • Techniques: Generative Adversarial Networks, Image Processing, DL

πŸ“Š Tools & Technologies

Programming Languages:

Python SQL Bash

Libraries & Frameworks:

PyTorch TensorFlow FastAPI

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