Teaching and videos

Courses

• Data Analytics 414: Yet another introduction to machine learning
• Natural Language Processing 817: Yet another introduction to natural language processing

Speech and signal processing

• Introduction to speech features [slides]
• Dynamic time warping [slides, notebook]

Machine learning

• Introduction to machine learning
• Linear regression
• Gaussians
• Classification
• Logistic regression
• Preprocessing
• Decision trees
• Ensemble methods
• Unsupervised learning
• Introduction to neural networks [slides, notes]

Natural language processing

• NLP introduction, units, tokenisation and edit distance
• Encoder-decoder models, machine translation and attention
• Self-attention and transformers