Projects

Data Projects

Browse my data work tagged with "web-app".

AWS Lambda & Amazon Bedrock: Benchmarking TF-IDF, LSTM, and Zero-Shot LLM Sentiment Analysis cover image

AWS Lambda & Amazon Bedrock: Benchmarking TF-IDF, LSTM, and Zero-Shot LLM Sentiment Analysis

Data

A full ML pipeline benchmarking TF-IDF + Logistic Regression, a Keras LSTM, and Claude Haiku via Amazon Bedrock on 50,000 IMDb reviews. The winning model is deployed live as a serverless REST API on AWS Lambda with a Flask frontend.

NLP machine-learning deep-learning deployment flask REST-API data-analysis visualisation python web-app LLM sentiment-analysis serverless AWS Docker text-classification benchmarking
GitHub Live Details
CNN Food Classifier cover image

CNN Food Classifier

Data

I built a convolutional neural network that classifies food images into 101 categories using two-stage transfer learning with MobileNetV2. Upload any food photo and get instant top-3 predictions with confidence scores — live on Hugging Face Spaces.

machine-learning deep-learning computer-vision transfer-learning neural-network image-classification data-analysis data-pipeline visualisation deployment web-app hugging-face python
GitHub Live Details
Programming Language Workforce Strategy — Data Analysis cover image

Programming Language Workforce Strategy — Data Analysis

Data

Stack Overflow lost 97.7% of its post volume since 2016 — and its momentum now anti-correlates with hiring demand. This project proves the signal is broken, then builds a four-source replacement index to answer which languages to hire for.

data-analysis data-pipeline visualisation flask web-app REST-API web-scraping python automation
GitHub Details

No projects found

No projects match the current filter.