M7DataSp---Advanced-data-science-techniques

Repo for projects to subject M7DataSp.

Exercise 1

Exploratory-analysis---House-pricing-public-

Main scripts:

• HousePrices.ipynb - juptyter notebook with the whole code for estimation.
• HousePricesAll.csv - merged data into one file
• FirstModel.h5 - saved model with counted weights
• Exploratoryanalysis - quick look at the data.
• HousePricesUpdated - jupyter notebook, based on HousePrices with some changes

Exercise 2

Work with convolutional networks (CNNs)

• create Confusion matrix
• 16 worst model predictions
• kNN - neural nearest neighbours

Main scripts:

• cvičenie3_update.ipnyb

Exercise 3

Prepare online application with usage of CNN

• CNN for giving a difference between inline and quad roller skates - https://stazam.github.io/M7DataSp---Advanced-data-science-techniques/