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NightKing-V/README.md

Hey there! πŸ‘‹ I'm Valenteno Lenora

Typing SVG

πŸš€ About Me

I'm an AI/ML Engineer and Software Developer holding a BSc (Hons) Computer Science - First Class Honours from University of Plymouth, UK (NSBM Green University), and also currently pursuing my BComp (Hons) Information Systems at University of Sri Jayewardenepura. I'm passionate about exploring the intersection of artificial intelligence, machine learning, and real-world problem solving.

  • πŸ”¬ Research Focus: RAG Systems, Agentic AI, AI Automation, ML/DL with Mathematical Optimization, NLP & LLMs in Sinhala Machine Translation
  • 🎯 Current Goal: Building intelligent systems that make a real impact
  • 🎡 Fun Fact: I'm also a bassist and a professional musician when not coding!
  • 🌱 Always Learning: New AI architectures, MLOps practices, and cutting-edge tech

πŸ› οΈ Tech Stack

Languages

Python Java C# C Dart PHP JavaScript

AI/ML & Data Science

TensorFlow PyTorch scikit-learn Hugging Face LangChain XGBoost CrewAI Groq Ollama OpenCV

Frameworks & Technologies

FastAPI Node.js Streamlit Next.js Flutter React

DevOps & MLOps

Docker GitHub Actions MLflow n8n

Databases & Cloud

MongoDB MySQL ChromaDB Qdrant Google Cloud Snowflake

Operating Systems

Linux Windows


πŸ”₯ Featured Projects

Final Year Research Project

  • 🧠 Tech: Python, TensorFlow, RNN, Bi-LSTM, FastAPI, Flutter, MongoDB
  • 🎯 Advanced music information retrieval using deep learning
  • πŸš€ Real-time audio analysis with mobile UI integration
  • πŸ“¦ Published as PyPI package with CI/CD deployment to GCP
  • 🎯 Tech: Streamlit, LangChain, Groq, Qdrant, HuggingFace, MongoDB
  • 🧠 Semantic resume-job matching using RAG technology
  • πŸ“Š Automated candidate screening with similarity scoring
  • ⚑ Transforms traditional hiring processes
  • 🎯 Tech: PyTorch, TensorFlow, OpenCV, Albumentations, Kaggle API
  • πŸ₯ Medical-grade U-Net for precise brain tumor detection on MRI scans
  • πŸ“Š Achieved 90% binary accuracy on LGG MRI segmentation dataset
  • ⚑ Production-ready segmentation with pixel-level tumor boundary detection
  • πŸ” Tech: PyTorch, LangChain, YOLO, Ollama, Streamlit
  • 🚨 Real-time threat detection with intelligent scene analysis
  • πŸ€– LLM-powered detailed threat descriptions via Telegram Bot
  • πŸ“Ή Computer vision meets natural language processing
  • 🌐 Tech: Transformer, LLM, HuggingFace, MBart50, BitsAndBytes
  • πŸ‡±πŸ‡° Fine-tuned for Sinhala-English subtitle translation
  • ⚑ Optimized with 8-bit quantization for efficient deployment
  • πŸ“ˆ Evaluated using SacreBLEU metrics
  • πŸ’» Tech: HTML, CSS, JavaScript, PHP (CodeIgniter), MongoDB, Bootstrap
  • πŸ•·οΈ Web scraping bot for real-time e-commerce data collection
  • πŸ“± Responsive design with dynamic data handling
  • πŸ” Enhanced user experience in price comparison
  • πŸ“ˆ Tech: Python, SQL, Snowflake, ETL, XGBoost
  • πŸ”— Real-time ETL pipeline for LinkedIn job posting data
  • πŸ€– Machine learning models for job trend analysis
  • πŸ“Š Interactive dashboard with real-time data feeds
  • 🧠 Tech: MATLAB, Neural Networks
  • πŸ“Š Statistical analysis on biometrics dataset
  • πŸ€– Feedforward network for user recognition
  • 🎯 Developed for AI & ML module coursework
  • πŸ’Ό Tech: .NET, C#, XAML, SQL Server
  • πŸ‘₯ Customer management and booking system
  • πŸ’° Billing and returns functionality
  • πŸ—οΈ Strengthened OOP and desktop development skills
  • πŸ€– Tech: CrewAI, LangChain, Ollama, ChromaDB, Streamlit, HuggingFace
  • πŸ“š Research paper analysis and academic Q&A
  • πŸ” Document ingestion, summarization, and topic extraction
  • 🧠 Semantic retrieval with sentence-transformer embeddings

🚧 Ongoing Projects

Multi-Agent Educational System

  • πŸ€– Tech: Next.js, Node.js, FastAPI, CrewAI, LangChain, Ollama, ChromaDB, n8n, MLflow, Docker
  • πŸ‡±πŸ‡° Sinhala-first educational platform for Sri Lankan students
  • πŸŽ™οΈ Multimodal learning through voice, images, and text
  • 🎯 Specialized agents for lessons, translation, and emotional support

University Social Network

  • 🌐 Tech: React, Node.js, MongoDB, Firebase
  • πŸŽ“ Social platform for University of Sri Jayewardenepura computing students
  • πŸ’¬ Media sharing, forums, threads, and private chat
  • πŸ“± Community-focused features for academic collaboration

πŸ“Š GitHub Stats

GitHub Stats

Top Languages

GitHub Streak


🎯 What I'm Working On

  • πŸ”¬ Research: RAG Systems, Agentic AI, NLP & LLMs in Sinhala Machine Translation
  • πŸ€– AI Projects: Multi-agent educational platforms for local languages
  • πŸ“š Learning: MLOps best practices, AI Automation
  • 🎡 Music: Performing with bands and creating music

🌟 Professional Experience

System Support Officer - IT @ Mercantile Investments FPLC (2022)

  • Infrastructure support and system optimization
  • Gained valuable industry experience in enterprise IT environments

πŸ“« Let's Connect!

LinkedIn Email GitHub

πŸ“ Located in: Piliyandala, Western Province, Sri Lanka


"Driven by curiosity to understand how things work and how they can be improved"

⭐ If you find my projects interesting, don't forget to star them! ⭐

Pinned Loading

  1. Chord-Classification-Model-accordo.ai- Chord-Classification-Model-accordo.ai- Public

    Deep Learning Model and PYPI for Automatic Chord Recognition

    Jupyter Notebook 2

  2. AI-Recruitment-Platform AI-Recruitment-Platform Public

    AI Recruitment Platform | RAG |

    Python

  3. SubtitleLLM_EngtoSin SubtitleLLM_EngtoSin Public

    Experimental Eng->Sin Subtitle Translation Model

    Jupyter Notebook

  4. VisionReasoningSecuritySystem VisionReasoningSecuritySystem Public

    Security Surveillance System for Real-time Camera Feed

    Jupyter Notebook

  5. EduAgent EduAgent Public

    AI-powered Research & Exam Assistant

    Python

  6. TumorImageSegmentation TumorImageSegmentation Public

    U-Net Implementation for Tumour Image Segmentation

    Jupyter Notebook