Data Science Portfolio

Repository of personal data science projects for self-learning and hobby purposes.

Contents

• Python/AWS

  • Mammogram Project: Image classification pipeline utilising PyTorch in SageMaker, Docker/ECS for transformations and Terraform
  • Drug Sentiment: Using Amazon Textract and Comprehend to compare drug sentiment from paper prescriptions (winning solution for AWS Marketplace Hackathon)

• R

  • Smartphone Activity Prediction: Data cleaning and simple model of smartphone accelerometer data
  • Oscar Winners and IMDb: Data exploration and generating insights from film data
  • Credit Risk Analysis: End-to-end project building data science application for analysing credit risk

• Other

  • MLOps Terraform Pipeline: Automating tasks associated with training and deploying ML models leveraging Step Functions, Lambda, ECR, Glue and SageMaker