Built outside the day job
Deep learning, computer vision and NLP work — one of it published at IEEE CONIT 2024.
Three builds
- PRJ 01
Emotify
Live music recommendations based on your mood
A live music recommendation system that extracts emotion from speech input and builds a playlist matched to that emotion in real time. Accepted for publication at IEEE CONIT 2024.
PythonDeep LearningCNN-LSTMSpeech Emotion RecognitionUnsupervised LearningSpotify Web API - PRJ 02
Image Manipulation Suite
Restoration and colourisation of damaged faces
An image restoration app that enhances and colourises damaged or distorted facial images supplied by the user.
PythonComputer VisionDiffusersGFPGANTorchvision - PRJ 03
Video Transcript Summarizer & Classifier
Summarise a video, then predict its genre
Fetches transcripts from YouTube videos, summarises the content, and predicts the genre of the video.
PythonHugging Face TransformersBERTTF-IDFNaïve Bayes
Papers and analysis
- 2024IEEE CONIT 2024
Emotify: An AI Powered Emotion Based Music Recommendation System
Conference paper accepted for publication at the IEEE 2024 4th International Conference for Intelligent Technologies, presenting the Emotify model.
- 2023 — 2024Research
Analysis on Global Life Expectancy Rates
Exploratory data analysis, winsorization and visualization of life expectancy in developed versus developing countries, and its relationship with socio-economic factors, using machine learning.