Data Mining

For development

1. Create virtual environment with virtualenv .venv.
2. Activate venv with .venv\Scripts\activate.bat.
3. Launch jupyter lab with jupyter-lab.

Lab 1

• basic data selection
• visualization
• pandas
• iris, zoo and autos datasets

Lab 2

• k-nearest neighbors
• kd-tree and ball tree
• generating n-dimensional data linearly separable
• generating checkerboard

Lab 3

• k-means
• fixing permutations - clusterization
• jaccard
• PCA visualization
• Gaussian Mixture
• Agglomerative Clustering
• zoo dataset
• image compression with clusterization

Lab 4

• markov model
  • words as states
  • letters as states
• prime ministers exposes dataset

Lab 5

• hidden markov model with https://github.com/maximtrp/mchmm
• weather dataset