GeorgiiFirsov/data-science

Data science course labs and homeworks. National Research Nuclear University MEPhI, Spring 2022 - Fall 2023

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data-science

Data science course labs and homeworks. National Research Nuclear University MEPhI, Spring 2022 - Fall 2023.

Semester 1

• Lab 1: Data pre- and postprocessing
• Lab 2: Associative rules (Apriori, FP-Growth)
• Lab 3: Decision trees and ensembles
• Lab 4: Clustering (KMeans and KMeans++)
• Lab 5: Classification (KNN)
• Big homework 1, Big homework 2

Semester 2

• Lab 1: Linear regression via gradient descent
• Lab 2: Logistic regression via gradient descent
• Lab 3: Gradient boosting
• Lab 4: Time series analysis
• Lab 5: Feed forward neural networks
• Big homework 1, Big homework 2