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smaranjitghose
Artificial Intelligence Course at Parul University taught in Spring 2023 by Mr Smaranjit Ghose
Artificial Intelligence
🎓 Course Information
- Subject Code : 203105322
- Faculty: Mr Smaranjit Ghose (Assistant Professor)
- Semester: 5
- Year: 2023
- Divisions (under direct tutelage): 5B5, 5B6, 5B7, 5B8, 5B17
📚 Study Material
| Unit | Name | Lecture Material |
|---|---|---|
| 1 | Introduction to Artificial Intelligence | Unit 1 Material |
| 2 | Exploratory Data Analysis | Unit 2 Material |
| 3 | State Space Search | - Unit 3 Material |
| 4 | Knowledge Representation | Unit 4 Material |
| 5 | Fuzzy Logic | Unit 5 Material |
| 6 | Natural Language Processing | Unit 6 Material |
| 7 | Machine Learning | Discussed via hands on |
| 8 | Fundamentals of Neural Networks and Expert Systems | Unit 7 Material |
EDA Hands-On
| Sl no | Dataset | Solution |
|---|---|---|
| 1 | Iris | |
| 2 | Titanic | Titanic_EDA |
| 3 | IPL 2008-2022 matches dataset | IPL EDA |
EDA Practice Problems
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Pandas Exercise 2 Soln (Temp)
prices = [float(value[1 : -1]) for value in chipo.item_price]
# reassign the column with the cleaned prices
chipo.item_price = prices
# delete the duplicates in item_name and quantity
chipo_filtered = chipo.drop_duplicates(['item_name','quantity','choice_description'])
# chipo_filtered
# select only the products with quantity equals to 1
chipo_one_prod = chipo_filtered[chipo_filtered.quantity == 1]
chipo_one_prod
👜 Supplementary Material
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datetime module
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smaranjitghose
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Artificial Intelligence Course at Parul University taught in Spring 2023 by Mr Smaranjit Ghose