AD3411: Data Science and Analytics Laboratory syllabus for AI&DS 2021 regulation

Data Science and Analytics Laboratory detailed syllabus for Artificial Intelligence & Data Science (AI&DS) for 2021 regulation curriculum has been taken from the Anna University official website and presented for the AI&DS students. For course code, course name, number of credits for a course and other scheme related information, do visit full semester subjects post given below.

For Artificial Intelligence & Data Science 4th Sem scheme and its subjects, do visit AI&DS 4th Sem 2021 regulation scheme. The detailed syllabus of data science and analytics laboratory is as follows.

Course Objectives:

• To develop data analytic code in python
• To be able to use python libraries for handling data
• To develop analytical applications using python
• To perform data visualization using plots

List of Experiments:

Tools: Python, Numpy, Scipy, Matplotlib, Pandas, statmodels, seaborn, plotly, bokeh Working with Numpy arrays

1. Working with Pandas data frames
2. Basic plots using Matplotlib
3. Frequency distributions, Averages, Variability
4. Normal curves, Correlation and scatter plots, Correlation coefficient
5. Regression
6. Z-test
7. T-test
8. ANOVA
9. Building and validating linear models
10. Building and validating logistic models
11. Time series analysis

Course Outcomes:

Upon successful completion of this course, students will be able to:

1. . Write python programs to handle data using Numpy and Pandas
2. . Perform descriptive analytics
3. . Perform data exploration using Matplotlib
4. . Perform inferential data analytics
5. . Build models of predictive analytics

Reference Books:

1. Jake VanderPlas, Python Data Science Handbook, OReilly, 2016.
2. Allen B. Downey, Think Stats: Exploratory Data Analysis in Python, Green Tea Press, 2014.
3. Data Analysis and Visualization Using Python, Analyze Data to Create Visualizations for BI Systems Dr. Ossama Embarak

For detailed syllabus of all other subjects of Artificial Intelligence & Data Science, 2021 regulation curriculum do visit AI&DS 4th Sem subject syllabuses for 2021 regulation.

For all Artificial Intelligence & Data Science results, visit Anna University AI&DS all semester results direct link.