Shang's Machine Learning Portfolio

Basic ML Exercises

• Comparing Runtime and Performance of Different Classifiers
• Visualizing Document Similarity
• Exploratory Data Analysis on Forbes 2000 Dataset
• Comparing Feature Selection Metrics
• Simple Genetic Algorithms
• Basic Image Classification Techniques
• Best K for K-Means Clustering
• Markov Chain Monte Carlo for Decoding Text Ciphers
• Visualizing Neural Network Training Process
• Monte Carlo Search for Quantum Tic Tac Toe
• Recommendation System for Movies
• Comparing L1 and L2 Regularization
• Reinforcement Q-Learning for a Cat and Mouse Game
• Sentiment Analysis of Amazon Reviews
• Simple Regression of Web Traffic Data
• Email Spam Detection
• Topic Modeling of Forum Posts
• Visualizing Word2Vec

Advanced ML Exercises

• Comparing Techniques to Improve Deep Learning Performance
• Exercises in Deep Reinforcement Learning
• Finding Dory in Movie Stills
• Human Activity Recognition
• Image Classification on CIFAR-10
• Using LSTMs to create a Language Model of Hitchhiker's Guide to the Galaxy
• Automated Neuron Detection in Calcium Imaging Data
• Deep Learning for Text Classification
• Using Variational Autoencoders to Visualize Latent Space

Distributed ML Exercises

• Multi-GPU Image Classification in TensorFlow
• Malware Classification on Apache Spark
• Document Classification on Apache Spark

Papers

• Hierarchical Convolutional Attention Networks for Text Classification (2018)
• Classifying Cancer Pathology Reports with Hierarchical Self-Attention Networks (2019)
• Using Case-Level Context to Classify Cancer Pathology Reports (2020)