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Automated polysomnography for experimental animal research
Neural HMMs are all you need (for high-quality attention-free TTS)
Deep Markov Models
Data Science algorithms and topics that you must know. (Newly Designed) Recommender Systems, Decision Trees, K-Means, LDA, RFM-Segmentation, XGBoost in Python, R, and Scala.
Lyrics-to-audio-alignement system. Based on Machine Learning Algorithms: Hidden Markov Models with Viterbi forced alignment. The alignment is explicitly aware of durations of musical notes. The phonetic model are classified with MLP Deep Neural Network.
Unsupervised Learning to Market Behavior Forecasting Example
Information Retrieval in High Dimensional Data (class deliverables)
Image Classification with Perceptron and LDA and PCA dimension reduction
Automatic speech recognition (ASR) for Indonesian language built by using HTK and Julius. Web interface is built using Node.js.
Hidden Markov Models in stock price forecasting.
Generative model based HMM model