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Kushal-B-S/README.md

Kushal B S πŸ‘‹

AI/ML/DL & Backend Engineering Professional | MSc in Artificial Intelligence (Distinction) from University of London

"Kush" works just as well if we're being casual 😊

πŸ”Ή Currently focused on refreshing and leveling up my Backend Engineering skills, especially in Microservice Architecture and Containerization using Docker.
πŸ”Ή Parallelly continuing my journey in AI/ML research and experimentation with a strong focus on practical applications.
πŸ”Ή 3+ years in Java, Spring Boot, Microservices, and Cloud Computing
πŸ”Ή Researching Uncertainty in LLM Responses using Conformal Prediction & Active Learning


πŸ“š Education

πŸŽ“ Master of Science in Artificial Intelligence (MSc in AI)

University of London, London, UK
πŸ“… Sept 2023 – Sept 2024 | πŸŽ“ Distinction (Overall Aggregate: 80.4%)

Thesis: "Exploration of Transfer Learning and Hyperparameter Optimization in Deep Learning"

  • Implemented and compared multiple pretrained architectures (VGG, ResNet, etc.) on image datasets
  • Conducted experiments on activation functions, learning rates, batch sizes, and regularization
  • Explored active learning strategies for data-efficient training and transfer learning for low-data tasks
  • Evaluated models for convergence speed, generalization, and impact of fine-tuning depth

πŸŽ“ Bachelor of Engineering in Computer Science and Engineering (BE in CSE)

Visvesvaraya Technological University, Belagavi, India
πŸ“… Aug 2017 – Sept 2021 | πŸŽ“ CGPA: 7.95/10 (Distinction)

Project: "Automated Detection and Recognition of License Plates (ANPR System)"

  • Developed a YOLOv3-based object detection pipeline for license plate localization
  • Integrated OpenCV and Tesseract OCR to extract and recognize alphanumeric characters
  • Achieved high recognition accuracy on vehicle images under varying lighting/angles
  • Published in IJSREM: πŸ”— View Paper

πŸ› οΈ Tech Stack & Skills

Backend Engineering: Java (Core & Advanced), Spring Boot, Hibernate, REST APIs, Microservices
AI/ML & Research: Deep Learning, NLP, LLMs, Conformal Prediction, Cross-Conformal Prediction, Active Learning, TensorFlow, PyTorch
Databases: MySQL, DynamoDB, PostgreSQL
Cloud & DevOps: AWS (EC2, ECS, DynamoDB), Docker, Kubernetes, CI/CD (Jenkins, GitLab CI)


πŸ“š MSc Research & Dissertation

Title: "Uncertainty Estimation in LLM Responses using Conformal Prediction & Active Learning"
πŸ”Ή Goal: Improve reliability of LLM-generated responses in high-stakes applications
πŸ”Ή Approach: Apply Conformal Prediction & Cross-Conformal Prediction techniques to assess uncertainty in AI-generated text
πŸ”Ή Future Application: Integrating this method into AI-assisted PR Code Reviews & Developer Scoring
πŸ”— View Repository


🚧 Currently Exploring

πŸ”₯ AI-Powered PR Code Reviewer (Open for Collaboration)
πŸ”Ή Concept: Using LLM + Conformal Prediction + Active Learning to determine uncertainty in AI-generated code reviews
πŸ”Ή Goal: Develop an intelligent AI assistant for scoring PR quality & developer contributions
πŸ”Ή Status: Still in idea phaseβ€”actively exploring core concepts before starting development
πŸ”Ή Looking for Collaborators! If you're interested in AI + Software Engineering, let’s connect
πŸ”Ή Tech Stack (tentative): Java, Spring Boot, OpenAI API, PyTorch, React.js


⭐ Fun Fact: Always experimenting with new tech β€” whether it's LLMs, microservices, or deep learning models! πŸš€


πŸ“« Connect

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