Algorithms for Data Guided Business Intelligence

Mini Projects

Data

• Data Wrangling

Real Time Data Processing

• Music Recommender System using ALS Algorithm with Apache Spark and Python
• Basic Twitter Sentiment Analytics using Apache Spark Streaming APIs and Python
• Network Properties in Spark GraphFrames

Regression

• Generalized Linear Models
• Predicting Bitcoin Price Variations using Bayesian Regression

Graph Data Mining

• AdWords Placement Problem via Online Bipartite Graph Matching
• Market Segmentation using Attributed Graph Community Detection
• Graph Embeddings for Recommender Systems
• Supervised Learning Techniques for Sentiment Analytics

Deep Neural Networks

• SGD for Linear Regression with L2 Regularization
• Defect Segmentation on Textured Surfaces

Capstone Project

• Fake News Detection