Projects

Database Management Systems (DBMS): Design and Implementation (CS 564)
[SQL Queries, C++ Implementation of Buffer Manager and Join Algorithm in SQL]
Introduction to Big Data Systems (CS 544)
[PyArrow, Docker, HDFS, Spark, HBase, Cassandra, Kafka Streams]

Basic Data Analysis and Visualization
Data Analysis and Visualization
- Statistical Experiment Design & Analysis (STAT/ME 424)
  [ANOVA, Fisher LSD]
- Exploring Card Fraud Transaction (STAT 451)
  [Supervised Learning, Classification]
- AdTracking Fraud Detection (STAT 479, now is STAT 405/605)
  [High-Performance Computing (HPC)]
Nature Language Processing (NLP)
- Online Twitter Bot Detection (ECE/CS 539)
  [DNN, Transformers]
Computer Vision (CV)
- Computer Vision for Quality Inspection of Manufacturing Product (CS 639)
  [GLCM, CNN, SHAP]

Estimating Class Size Effects on Reading Achievement: A Comparison of Instrumental Variables (IV), Propensity Score Matching (PSM), and Regression Discontinuity Design (RDD) (STAT 31900)

Python Implementation of Bayesian Linear Regression, Hidden Markov Models, Gibbs Sampling, EM Algorithm, CAVI Algorithm, VAE
Poisson Matrix Factorization with Mean-Field Variational Inference for Implicit-Feedback Music Recommendation (STAT 34800)
The Hunt for the USS Scorpion: Variable-Elimination and Forward–Backward Inference on a Scenario-Driven HMM (STAT 34800)
Diffusion Models with a Time-Conditioned U-Net on MNIST (STAT 37601)