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daveshenal/README.md

Hi there , I'm Dave Perera

AI Engineer | Final Year CS Undergrad | AI, Deep Learning & Cloud Solutions Enthusiast

๐ŸŽฏ LLMs, Agentic AI, and Cloud Engineering

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๐Ÿš€ About Me

  • ๐ŸŽ“ Final Year Computer Science Undergraduate passionate about cutting-edge AI technologies
  • ๐Ÿ’ผ Associate ML Engineer with hands-on experience in production ML systems
  • ๐Ÿ”ฌ Research Focus: LLMs, Agentic AI, Reinforcement Learning and Robotic Navigation
  • โ˜๏ธ Cloud Enthusiast: Building scalable AI solutions on Azure and other cloud platforms
  • ๐ŸŒฑ Currently diving deeper into MLOps best practices and Azure AI
  • ๐Ÿ’ก Always excited to collaborate on innovative AI projects

๐Ÿ› ๏ธ Tech Stack & Tools

๐ŸŽฏ Current Focus Areas

  • ๐Ÿง  Large Language Models (LLMs): Fine-tuning, prompt engineering, and RAG systems
  • โ˜๏ธ MLOps: Model deployment, monitoring, and CI/CD pipelines for ML systems
  • ๐ŸŽฎ Reinforcement Learning: Deep Q-learning, policy gradients, and multi-agent systems
  • ๐Ÿค– Robotic Navigation: Path planning, obstacle avoidance, and SLAM with sensor fusion
  • ๐Ÿ‘๏ธ Computer Vision: Object detection, image segmentation, and neural style transfer

๐Ÿค Let's Connect!

I'm always excited to collaborate on innovative projects, discuss the latest in AI/ML, or share knowledge with the community. Feel free to reach out!

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  1. eduflow eduflow Public

    Curriculum-aware RAG system that generates coherent multi-session educational content using a Sequential Dependency Graph for structured planning, retrieval, and pedagogical progression.

    Jupyter Notebook

  2. aegis aegis Public

    Multi-agent research synthesis system using LangGraph, Gemini, LlamaIndex, and Pinecone with full LLMOps instrumentation and production-grade orchestration on AWS.

    Python 1

  3. Imitation-Initialized-PPO Imitation-Initialized-PPO Public

    Lane-Keeping with Hybrid Imitation and Reinforcement Learning (PPO). CNN for feature extraction via imitation learning and PPO for reinforcement learning.

    Jupyter Notebook

  4. inside-transformers inside-transformers Public

    A hands-on learning project for building and training a small GPT-style language model from scratch in PyTorch. The goal is to understand transformers from the inside out: attention, residual blockโ€ฆ

    Jupyter Notebook

  5. GazeCraze GazeCraze Public

    GazeCraze is a modular Python application that uses computer vision and facial landmark detection to analyze user concentration in real-time. It leverages MediaPipe Face Mesh, OpenCV, and head/eye โ€ฆ

    Python 2

  6. embedding-lab embedding-lab Public

    Fine-tune Sentence-BERT models on semantic similarity data and compare loss functions, evaluation metrics, and embedding quality.

    Jupyter Notebook