Big Data for Business (888102)
About
Course Syllabus
Materials
Labs
Pre-test
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6. Data Preparation
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1. Overview of Big Data for Business
2. Data
3. Big Data & Application in Business
4. Business Problems & Data Science Solutions
5. Basic Tools for Data Mining
6. Data Preparation
7. Data Visualization
8. Statistic and Probability
9. Introduction to Machine Learning
10. Supervised Learning
10.1 Supervised Learning: Regression
10.2 Supervised Learning: Classification
10.3 Supervised Learning: knn
10.4 Supervised Learning: Evaluation
11 UnSupervised Learning
11.1 UnSupervised Learning: Hierachical Clustering
11.2 UnSupervised Learning: DBSCAN
11.3 UnSupervised Learning: Association Rule
12 Text Mining
12 Text Mining: End-to-End NLP Pipeline: From Data to Deployment
Extra: Essential Microsoft Excel Keyboard Shortcuts
Extra: Best Practices for Data Visualization
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6. Data Preparation
Data Wrangling
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