ML2018SPRING

Machine Learning, 2018 spring at Nation Taiwan University

hw1 PM 2.5 prediction

• Linear regression
• kaggle

hw2 Income Prediction

• Logistic regression
• binary classification
• kaggle

hw3 Image Sentiment Analsis

• Convolution Neural Network
• multi-label classification
• kaggle

hw4 Unsupervised Learning

• PCA & TSNE
• Dimension Reduction
• kaggle

hw5 Text Sentiment Analysis

• Word Embedding
• LSTM & RNN
• kaggle

hw6 Movie Recommendation

• Matrix Factorization
• kaggle

Final - Freesound General-Purpose Audio Tagging Challenge

• predict the audio classification label for the audio files
• Dataset: Freesound Dataset Kaggle 2018
• kaggle