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kish1562/README.md

๐Ÿ‘‹ Hi, I'm Kishore Vallamreddy

๐Ÿค– AI/ML Engineer | Full-Stack Developer | Cloud-Native Enthusiast

I'm a passionate AI/ML Engineer with a solid foundation in full-stack development and over 2 years of experience building scalable systems using Java, Spring Boot, and Microservices. I'm now channeling my engineering expertise into solving real-world problems through machine learning, deep learning, and data science.


๐Ÿ’ผ What I Do

  • ๐Ÿ” Machine Learning & AI: Building end-to-end ML pipelines for regression, classification, NLP, and time series analysis using Python, Scikit-learn, TensorFlow, and PyTorch.
  • ๐Ÿ“Š Data Engineering: Designing and optimizing data workflows using Pandas, NumPy, SQL, PySpark, and Delta Lake.
  • ๐ŸŒ Web & API Development: Creating secure and high-performance APIs with Spring Boot and Node.js.
  • โ˜๏ธ Cloud & DevOps: Deploying ML models and apps on AWS with Docker, Kubernetes, and CI/CD automation.
  • ๐Ÿ” Security Engineering: Implementing secure authentication via OIDC, ForgeRock, and Active Directory.

๐Ÿง  What I'm Learning

I'm currently expanding my skills in:

  • โœจ Large Language Models (LLMs) and fine-tuning
  • ๐Ÿงฑ MLOps and scalable model deployment
  • ๐Ÿงช Experiment tracking and performance tuning with tools like MLflow & Optuna
  • ๐Ÿ“ˆ Advanced feature engineering, XGBoost/LightGBM/CatBoost
  • ๐ŸŽฎ Agentic AI workflows and multimodal storytelling systems

๐Ÿš€ Highlights

  • ๐Ÿ”„ Migrated legacy systems to microservices, improving modularity and deployment speed.
  • ๐Ÿ” Designed **secure, scalable REST APIs for enterprise systems using ForgeRock and OIDC.
  • ๐Ÿ”ง Built intelligent ML systems to predict calorie expenditure, classify audio species, and more.
  • ๐Ÿงฐ Developed CI/CD pipelines** on Kubernetes + Jenkins to streamline ML app releases.
  • ๐Ÿ”Ž Implemented SHAP & model explainability for transparency in ML predictions.

๐Ÿงช Featured AI/ML Projects

  • ๐Ÿ”ฅ Calorie Prediction ML: Predicts calories burned using biometric and activity features with model explainability.
  • ๐Ÿง  AI-Powered Story Generator (WIP): Generates interactive storylines with emotion-aware background music and speech synthesis.
  • ๐Ÿฆ Wildlife Audio Classifier (Kaggle): Classifies bird and mammal sounds using spectrograms and deep learning.
  • ๐Ÿ“ฆ Drug Info Scraper & Dashboard (Coming Soon): Automates pharma data extraction and builds real-time dashboards using Python + Power BI.

๐Ÿ“ฌ Let's Connect


Thanks for visiting! Let's build intelligent systems that matter. ๐Ÿš€

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