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
|Sl No|Dataset|Solution| |-----|-------|--------| |1|Boston Housing|| | 2 | U.S. International Air Traffic 1990-2020 dataset | | | 3 | Forbes Highest Paid Athletes 1990-2019 dataset | | | 4 | Covid-19 Clinical Trials dataset | | | 5 | Palmer Archipelago dataset| | | 6 |PIMA Indians Diabetes|| | 7 |Amazon Review for Sentiment Analysis||
Course Announcements 📢
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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
chipofiltered = chipo.dropduplicates(['itemname','quantity','choicedescription'])
chipo_filtered
select only the products with quantity equals to 1
chipooneprod = chipofiltered[chipofiltered.quantity == 1]
chipooneprod
