README.md

🧠 Python and Machine Learning Projects Portfolio

A repository for hands-on pytjon, ai and machine learning projects:

Machine Learning & AI projects

• Multimodal Facial Emotion Recognition Using Deep Learning Models
• Machine Learning & Vision Workbook Assessment
• Knowledge Based and Hybrid Systems Workbook Assessment
• A Comparative Analysis of Simulated Annealing and Genetic Algorithm
• Insurance & Music Data Analysis via Machine Learning Models

Each notebook is designed to be:

• Reproducible
• Educational
• Scalable

Mathematics for ML

• Linear Algebra
• Probability & Statistics
• Integral Calculus

Python Web Development Projects

• Skills Sharing Application

Core Skills Demonstrated

• Web Development

  • Flask Framework
  • Jinja (Template Engine)

• ML/AI Topics

  • Hugging Face (Vision Transformers)
  • Machine Learning Algorithms
  • Deep Learning Algorithms/Architectures (CNNs, Transformers, RNNs .etc)
  • Natural Language Processing
  • Computer Vision
  • Supervised Learning (Regression, Classification)
  • Efficient Data Pipelines
  • Performance Benchmarking & Optimisation with CUDA (CPU vs GPU)
  • Exploratory Data Analysis (EDA)

  DevOps Practices

  • Git, GitHub
  • Configuration Management
    • JSON
    • JSONPath
  • HuggingFace Spaces