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Introduction to data analytics in accounting
Basic data analytics in accounting
1. Installing Python
2. Introduction to Python
3. Pandas data basics
4. Pandas Data preprocessing
5. Connecting with accounting databases
6. Visualisations with Python
7. Basic statistics and time series analysis with Python
Machine learning in accounting
8. Machine learning for structured data - Classification
9. Machine learning for structured data - Regression
10. Example - Xgboost, state-of-the-art ensemble method for structured data
11. Example of grid-search
12. Decision making with ML in accounting
13. Deep learning in accounting
14. Bonus example - starting from scratch
15. Deep learning example from Accounting/Finance
16. Introduction to natural language processing
17. Basic LDA example - An analysis of ~200 scientific articles
18. Advanced NLP and Accounting/Finance
19. Neural NLP models
20. Neural NLP and accounting/finance
21. Transformers examples
22. Processing unstructured data
Index
