Panagiotis Stenos's repositories
Poker-Game-Analysis-with-Plotly-Dash-and-Heroku
Analysing profit/loss data from a series of home poker games and using Heroku to deploy the plotly dashboard created
Art-Creation-GANs
Using Generative Adversarial Networks to create art
IMDB-Review-Sentiment-NLP-PyTorch-BERT
Using pytorch and natural language processing techniques to classify positive and negative IMDB reviews as well as custom reviews. Achieved 88% validation accuracy on custom LSTM and 94% on BERT!
Poker-RFID-hand-tracker
Using RFID readers on a PRi 4 to track poker cards
Heart-Disease-Classification
Evaluating the performance of multiple (almost ALL!) supervised machine learning algorithms and using the best model to predict the heart condition of patients.
Credit-Fraud-Detection
Using ML techniques to detect fraudulent transactions in a highly imbalanced dataset. Achieved over 99.5% recall and 96% Cohen's Kappa!
Melanoma-Detection-using-CNNs
Trying to find the best CNN architecture to correctly classify malignant from benign melanomas. Best model achieved 94% validation accuracy.
Capuchin-Bird-Signal-Processing
Using signal processing techniques and CNNs to count the number of Capuchin Birds from audio recordings
Chess.com-statistics
Analysing my Chess.com statistics
Topic-classification-using-NLP
Classifying the topic of a textbook extract using Natural Language Processing and Logistic Regression
Online-Course-Recommender-System
Evaluating several Content-based approaches to building Recommender Systems
Poker-board-tracker
Using YOLO and roboflow to track poker cards
Dimensionality-Reduction
Exploring the trade-offs between various dimensionality reduction algorithms and demonstrating the significance of dimensionality reduction.
NASA-Space-Missions-Analysis
Exploring NASA's Space missions
Simplifying-Image-Drawing
Applying Clustering models to an image to reduce its colours for Artistic Ease
Price-Housing-California
Demystifying Machine Learning/ Time Series analysis on California real estate market
ECM-final-project
Embedded C for Microcontrollers/ Colour detection and navigation bot
ECM-lab-6
Embedded C for Microcontrollers/ Motors and PWM
ECM-lab-5
Embedded C for Microcontrollers/ Serial Communication
ECM-mini-project
Embedded C for Microcontrollers/ Energy saving automatic outdoor light
ECM-lab-4
Embedded C for Microcontrollers/ LCD and pointers
ECM-lab-3
Embedded C for Microcontrollers/ Timers and interrupts
ECM-lab-2
Embedded C for Microcontrollers/ Digital and analogue IO
ECM-lab-1
Embedded C for Microcontrollers/ Getting started and Digital IO