Sophic Workshop: Introduction to Machine Learning

Clustering
– Notes [pdf]
– Lab: K-Means & Agglomerative [ipynb]
– Datasets: customer [csv], miles per gallon [csv]

Dimensionality Reduction
– Notes [pdf]
– Lab: Dimensionality Reduction [ipynb]
– Lab: Feature Selection [ipynb]
– Datasets: heart [csv]

Ensemble Learning
– Notes [pdf]
– Lab: Ensemble Learning [ipynb]
– Datasets: heart [csv]

Time Series Analysis
– Notes [pdf]
– Lab: Time Series Analysis [ipynb]
– Dataset: Energy [csv], Air Quality [csv]