Yasinda Samaranayake's repositories
Matlab-Leaf-Detection
This matlab project segments leaves from a plant using varios pre-processing techniques followed by the watershed segmentation algorithm.
Object-Detection-YOLO-SageMaker-Pipeline
Creating a custom smoke detection model using SageMaker pipelines (pre-processing, training, evaluation, model registry steps) on AWS
QnA-PDF-RAG-LangChain
Chat with your PDF files and ask the most specific questions about them!
Exit-Door-Monitoring-CV
YOLOv8 + Deepsort (to monitor people exiting doors and walking in exit areas)
Fresh-Rotten-Fruit-Classification
Using the YOLOv5 algorithm to classify fresh/rotten fruits to analyze quality of products before shelfing.
reAct-Langchain-HuggingFace
React Agent Using Langchain and HuggingFace
TheraBot
This is a companion chatbot built using NLP. I fully developed the backend of the chatbot which consists of the CNN used to gauge the user's emotion score per each message, the ability of the bot to reply based on classified emotion, keep track of user independent scores, evaluate overall emotional status to provide with consolidation message and more!
Flask-SVM-Sentiment-Analysis
Labelling dataset with Snorkel and TextBlob, building model with Scikit-Learn (SVM), wiring up a web app using Flask.
GPT4All-Streamlit
Testing different free LLM's with GPT4All
HighwayVehicleDetection
Detect ongoing and incoming traffic in the highway using YOLOv9C and ByteTrack
HuggingFaceTransformers
Testing different transformers using Pipeline class
langchain-fork
⚡ Building applications with LLMs through composability ⚡
Seaborn-Data-Viz-Demo
Created to teach high school students how to visualize data from a CSV.
Study-CNN-Framework
Welcome to the official repository for the "Study into the CNN Framework" research project. This repository serves as a central hub for all datasets, code notebooks, and results generated during the course of our investigation into Convolutional Neural Networks (CNNs).
TimeSeriesPython
Testing out different time series models
Transfer-Learning-SVHN
Comparison of a fine-tuned CNN against SOTA architectures (+ transfer learning) on SVHN dataset
US-Luxury-House-Price-Prediction
This is something I had done in 2018 haha, did some minor polishing and added it over here anyway.