Artificial Intelligence and Data Science
Syllabus - AI & ML
Artificial Intelligence Fundamentals
Machine Learning with Python
Deep Learning & Neural Networks
Data Science with Python
Data Analytics using Python
Data Visualization using Power BI
Data Visualization using Tableau
Advanced Excel for Data Analysis
Generative AI Applications
Natural Language Processing (NLP)
Computer Vision using OpenCV
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4. Data Science with Python (30 Hours)
Module 1: Data Science Overview (4 Hours)
- Data science lifecycle
- Role of data scientist
Module 2: Python for Data Science (6 Hours)
- NumPy operations
- Pandas data structures
Module 3: Data Cleaning and Preparation (6 Hours)
- Data preprocessing
- Handling missing values
Module 4: Data Analysis Techniques (8 Hours)
- Statistical analysis
- Data exploration
Module 5: Data Visualization (4 Hours)
- Charts and graphs
Mini Project (2 Hours)
- Sales data analysis