This repository is a personal data science portfolio showcasing completed ML projects applied to business problems. It includes customer churn prediction models, topic modeling pipelines using sklearn and Apache Spark for NLP tasks, and movie recommendation engines built with KNN and ALS algorithms. The notebooks demonstrate proficiency in machine learning, neural networks, and data visualization techniques.