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Prasadayus/README.md

Hi, I'm Prasad Ayush Kumar

Machine Learning Engineer | Computer Vision Specialist | AWS AI-ML Scholar
B.Tech in Computer Science @ IIIT Jabalpur (2022-2026)
Top 10 @ MLH Hackbyte 3.0 | Kaggle Competitions Expert

🚀 Technical Arsenal

🧠 Core Competencies
Machine Learning Computer Vision Deep Learning Natural Language Processing

🛠️ Technologies

Python C++ TensorFlow PyTorch Scikit-Learn OpenCV Flask Streamlit GCP

🏆 Notable Projects

🤖 Facial Recognition Attendance System GitHub

  • Achieved 96.5% accuracy using DenseNet-121 (12% improvement over baseline CNN)
  • Real-time detection pipeline with OpenCV + Flask integration
  • Tech Stack: Transfer Learning, ResNet-50, InceptionV3

😊 Emotion Text Classification GitHub

  • 93.5% accuracy using GRU architecture (30% better than traditional models)
  • Optimized with Word2Vec + Optuna hyperparameter tuning

🏀 YOLO + SAM Object Detection GitHub

  • mAP@50: 0.993 | Inference Time: 32.34ms/frame
  • Integrated SAM for precise segmentation + BOT-sort tracking
  • Custom basketball dataset training

🏅 Achievements

🥇 MLH Hackbyte 3.0 Top 10 Finalist

  • Built accessible education platform for visually impaired
  • Integrated Hugging Face STT/TTS models
    🏆 AWS AI-ML Scholar
  • Selected among top candidates for ML excellence
    📈 Kaggle Top 15%
  • Ranked in top 15% (7,152 participants) - Playground S4E6
    🎖️ GSSOC'24 Contributor
  • Merged PRs in AI/ML projects: Model optimization + NLP features

📈 GitHub Analytics

Let's Connect & Build the Future of AI!

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