1 - Course Outline and Goal (20.42 MB)
2 - Introduction to Generative AI (15.47 MB)
3 - Applications in Advanced Analytics (18.05 MB)
4 - Different types of Generative Models (23.62 MB)
5 - Generative AI vs Traditional ML (28.53 MB)
6 - Course Structure and Learning Objectives (12.05 MB)
7 - Python for Generative AI Workflows (40.46 MB)
8 - Setting Up the Environment (32.47 MB)
10 - Data Structures in Python (52.45 MB)
11 - Control flows in python (40.02 MB)
12 - Functions in Python (16.73 MB)
13 - Object Oriented Programming in Python (34.73 MB)
14 - Regular Expressions in Python (34.35 MB)
15 - Modules in Python (36.8 MB)
16 - File Handling in Python (19.99 MB)
17 - Error Handling in Python (20.95 MB)
9 - Variables and Data types (28.9 MB)
18 - Essential Python Libraries for Generative AITheory (46.38 MB)
19 - Data manipulation (33.21 MB)
20 - Data visualization (28.36 MB)
21 - Image Processing (29.78 MB)
22 - Machine Learning tools (32.46 MB)
23 - Model Building and Training (64.85 MB)
24 - Data Wrangling for Python Part 1 (13.06 MB)
25 - Data Wrangling for Python Part 2 (38.15 MB)
26 - Advanced Python Concepts (45.82 MB)
27 - Generative AI Libraries (48.28 MB)
28 - Understanding Generative Adversarial Networks (22.46 MB)
29 - Constructing Your First GAN with Python (78.81 MB)
30 - Model Training and Optimization Techniques (46.51 MB)
31 - Troubleshooting Training Challenges (47.35 MB)
32 - Understanding Model Performance (21.02 MB)
33 - Data Generation (28.29 MB)
34 - Augmentation for Improved Analysis (20.21 MB)
35 - Advanced Text Analysis with Generative AI (15.13 MB)
36 - Generative AI for Images Signals (15.14 MB)
37 - 75Predictive Analytics with Generative AI (12.58 MB)
38 - Analytics Insights with Generative AI (15.63 MB)
39 - Applications of Generative AI in Advanced Analytics (9.97 MB)
40 - 81Data Collection Preprocessing (49 MB)
41 - 82Model Building (35.34 MB)
42 - 83Data Generation Trend Analysis (13 MB)
43 - Evaluation (21.49 MB)
44 - Course Recap and Key Learnings (17.09 MB)
45 - The Future of Generative AI and Impact on Advanced Analytics (24.97 MB)
46 - Additional Resources and Learning Paths (13.66 MB)