| 1 |
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Fundamental Concepts for Data and Text Mining |
Lecture & Discussion & Practice |
| 2 |
Literature Review |
Data Types in Python, Basic Operators, Strings, Data Type Conversions |
Lecture & Discussion & Practice |
| 3 |
Literature Review |
Input Function, Coding Exercise 18 - Basic Python Objects and Data Structures - Exercises |
Lecture & Discussion & Practice |
| 4 |
Literature Review |
Logical Values and Comparison Operators, Logical Connectors, Conditional Blocks - If, Elif, and Else Blocks, Exercises |
Lecture & Discussion & Practice |
| 5 |
Literature Review |
Loop Structures, Range Function, Break Continue Statements, List Comprehension, Exercises |
Lecture & Discussion & Practice |
| 6 |
Literature Review |
List Data Types, Print Function, Format Function, Tuple Data Types, Dict_Dictionary_Data Types |
Lecture & Discussion & Practice |
| 7 |
Literature Review |
Data Preprocessing in Python (Numpy Library) |
Lecture & Discussion & Practice |
| 8 |
Literature Review |
Data Reading and Processing (Pandas Library) |
Lecture & Discussion & Practice |
| 9 |
Literature Review |
Data Visualization in Python (Matplotlib Library) |
Lecture & Discussion & Practice |
| 10 |
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MID-TERM EXAM |
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| 11 |
Literature Review |
Linear Regression Concepts |
Lecture & Discussion & Practice |
| 12 |
Literature Review |
Linear Regression Concepts and Applications |
Lecture & Discussion & Practice |
| 13 |
Literature Review |
Decision Tree Concepts and Applications |
Lecture & Discussion & Practice |
| 14 |
Literature Review |
Text Preprocessing Processing (Punctuation removal, Stopword removal, Lowercase/uppercase conversion, Python NLTK/spaCy library introduction) |
Lecture & Discussion & Practice |
| 15 |
Literature Review |
Text-Based Classification (Bag of Words (BoW) method, TF-IDF concept, application of "positive/negative" movie reviews) |
Lecture & Discussion & Practice |
| 16 |
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FINAL EXAM |
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| 17 |
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FINAL EXAM |
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