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Courses
Grading
Project
Course01-04 - Big Data
Course05-06 - Database Management Systems. Data Warehouse. OLAP
Course07-08 - Introduction to Data Mining
Course09 - Association Rules and Sequential Patterns
Course10 - Supervised Leaning (I)
Course11 - Supervised Leaning (II)
Course12 - Supervised Leaning (III)
Course13 - Unsuprevised Learning
Course14 - Information Retrieval Systems
Laboratories
Lab 1 - Introduction to Python
Lab 2 - Data Structures. Functions. Modules
Lab 3. Useful Python skills. Working with data files
Lab 4. Object Oriented Programming. Web Scraping
Lab 5. Relational Databases. Introduction to SQL
Lab 6. Relational Databases. MySQL-Python. Charts
Lab 7. Statistical models. Linear regression
Lab 8. Supervised Learning. Decision Trees
Lab 9. Unsupervised Learning. K-Means Clustering
Lab 10. Midterm Exam
Lab 11. Project / Case Study
Lab 12. Presentation
Resources
Laboratories
Lab 1 - Introduction to Python
Lab 2 - Data Structures. Functions. Modules
Lab 3. Useful Python skills. Working with data files
Lab 4. Object Oriented Programming. Web Scraping
Lab 5. Relational Databases. Introduction to SQL
Lab 6. Relational Databases. MySQL-Python. Charts
Lab 7. Statistical models. Linear regression
Lab 8. Supervised Learning. Decision Trees
Lab 9. Unsupervised Learning. K-Means Clustering
Lab 10. Midterm Exam
Lab 11. Project / Case Study
Lab 12. Presentation
Resources
Table of Contents
Courses
Laboratories
Resources
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