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CodeBalch25/README.md

Hi there, I'm Timothy Balch 👋

Data Scientist | AI Engineer | Machine Learning Specialist

Passionate about leveraging data and AI to solve complex problems. Experienced in building end-to-end machine learning systems, from data collection and preprocessing to model deployment and monitoring.

🚀 About Me

  • 🔬 Specializing in Deep Learning, NLP, and Computer Vision
  • 💼 Building AI-powered applications with real-world impact
  • 📊 Expert in TensorFlow, Keras, PyTorch, and Scikit-learn
  • 🌐 Full-stack developer with experience in React, Node.js, and Python
  • 📚 Continuous learner, always exploring new technologies and methodologies
  • 🎯 Focus on MLOps, Model Deployment, and Production ML Systems

🛠️ Tech Stack

Languages

Python JavaScript SQL R

Machine Learning & AI

TensorFlow Keras PyTorch Scikit-learn OpenCV

Web Development

React Node.js Express Streamlit

Data Science & Analytics

Pandas NumPy Jupyter Matplotlib

📂 Featured Projects

🤖 Machine Learning & AI

🦠 COVID-19 Face Mask Detector

Real-time face mask detection using TensorFlow and OpenCV

  • MobileNetV2 architecture
  • Streamlit web interface
  • 85%+ accuracy

💰 Loan Approval Prediction

Neural network for credit risk assessment

  • Keras Sequential API
  • Binary classification
  • Production-ready model

🎬 Netflix Recommendation Engine

Content-based filtering with NLP

  • TF-IDF vectorization
  • Cosine similarity
  • 8,000+ titles analyzed

🧠 TensorFlow.js Playground

Interactive browser-based ML demos

  • Linear regression
  • Binary classification
  • Real-time training visualization

🔬 Data Science & Research Tools

📚 PubMed Research Scraper Automated toolkit for downloading and analyzing research publications

  • Bulk PDF downloads from PubMed Central
  • Metadata extraction and analysis
  • Resume capability and proxy support

View Project →

💼 Full-Stack Applications

💰 AI-Powered Financial Advisor Comprehensive personal finance management platform

  • React + Node.js + SQLite
  • AI insights and recommendations
  • Investment property tracking
  • Budget analysis and forecasting

View Project →

📊 GitHub Stats

🎯 Areas of Expertise

🤖 Machine Learning

  • Supervised & Unsupervised Learning
  • Deep Neural Networks
  • Model Optimization
  • Hyperparameter Tuning
  • Ensemble Methods

🔍 Computer Vision

  • Image Classification
  • Object Detection
  • Face Recognition
  • CNN Architectures
  • Transfer Learning

💬 Natural Language Processing

  • Text Classification
  • Sentiment Analysis
  • TF-IDF & Word Embeddings
  • Recommendation Systems
  • Information Extraction

📊 Data Engineering

  • ETL Pipelines
  • Data Preprocessing
  • Feature Engineering
  • SQL & NoSQL Databases
  • Big Data Technologies

🚀 MLOps & Deployment

  • Model Deployment
  • CI/CD for ML
  • API Development (REST)
  • Docker & Containers
  • Cloud Platforms (AWS, GCP)

🌐 Full-Stack Development

  • React & Modern JavaScript
  • Node.js & Express
  • RESTful APIs
  • Database Design
  • Web Application Architecture

📈 What I'm Currently Working On

  • 🔬 Deep Learning Research: Exploring transformer architectures for time series forecasting
  • 🏗️ MLOps Pipeline: Building end-to-end ML deployment infrastructure
  • 📚 Open Source: Contributing to TensorFlow and Scikit-learn projects
  • 🎓 Learning: Advanced topics in reinforcement learning and GANs

🤝 Let's Connect!

💡 Fun Facts

  • ⚡ I love turning complex data into actionable insights
  • 🎮 When not coding, I enjoy strategy games and chess
  • 📖 Always reading the latest AI research papers
  • 🌍 Interested in AI for social good and healthcare applications

Profile Views

⭐️ From CodeBalch25 - Building the future with AI, one model at a time

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  1. financial-app financial-app Public

    Personal financial management application with AI Insights

    JavaScript

  2. dealflow dealflow Public

    Real Estate Investment Property Analyzer with AI-Powered Insights

    JavaScript

  3. Product-Trend-AI Product-Trend-AI Public

    AI-powered product trend discovery and multi-platform listing management system with autonomous self-healing and manual approval workflows.

    Python

  4. Download-Publications-fro-Pubmed- Download-Publications-fro-Pubmed- Public

    Automated toolkit for searching, downloading, and analyzing research publications from PubMed and PubMed Central

    Python