Projects
Hybrid Learning
Deep Learning
- Person Detection, Pose Prediction and Activity Recognition Pipeline
- Transfer Learning with the Inception V3 Network on the Stanford 40 Actions Dataset
- Pose Estimation with High Resolution Neural Networks - A Top-Down Approach
- Pose Estimation with High Resolution Neural Networks - A Bottom-Up Approach
- Platooning Demonstrator with Deep Learning and Computer Vision
- Genetic Algorithms for Hyperparameter Tuning of Neural Networks
Classical Machine Learning
- Predicting Likely Home and Work Locations given GPS Coordinates of a person using DBSCAN Clustering
- Activity Recognition given Accelerometer Data using a Linear Classifier
- Similarity Measures for Music Loop Projects in the Music Maker JAM Application
- Imputing Solar Irradiance Data with ARIMA and Prophet
- Text Clustering Amazon Product Reviews with K-Means
- Credit Card Fraud Detection with Isolation Forest Classifier
- Accelerated Incremental Machine Learning using Support Vector Machines
Natural Language Processing
- Predict tags on StackOverflow with linear models
- Recognize named entities on Twitter with LSTMs
- Just One Context based Word Prediction using Word Embeddings
- Missing Word Prediction with BERT
Reinforcement Learning
- Monte Carlo Policy based Reinforcement Learning using a Race Track
- Proximal Policy Optimization based Reinforcement Learning with a Four-Legged Spider
- n-Step SARSA On-Policy based Reinforcement Learning for balancing a Pendulum
- n-Step $Q(\sigma)$ Off-Policy based Reinforcement Learning for balancing a Pendulum