Master Python & Generative AI for Advanced Analytics

سرفصل های دوره

Master Python and Generative AI to enhance your skills in advanced analytics

1 - Foundational Concepts of Generative AI

1 - Course Outline and Goal

2 - Introduction to Generative AI

3 - Applications in Advanced Analytics

4 - Different types of Generative Models

5 - Generative AI vs Traditional ML

6 - Course Structure and Learning Objectives

2 - Python Programming for Generative AI

7 - Python for Generative AI Workflows

8 - Setting Up the Environment

3 - Core Python Programming Concepts

9 - Variables and Data types

10 - Data Structures in Python

11 - Control flows in python

12 - Functions in Python

13 - Object Oriented Programming in Python

14 - Regular Expressions in Python

15 - Modules in Python

16 - File Handling in Python

17 - Error Handling in Python

4 - Essential Python Libraries for Generative AI

18 - Essential Python Libraries for Generative AITheory

19 - Data manipulation

20 - Data visualization

21 - Image Processing

22 - Machine Learning tools

23 - Model Building and Training

5 - Model Building and Training

24 - Data Wrangling for Python Part 1

25 - Data Wrangling for Python Part 2

26 - Advanced Python Concepts

27 - Generative AI Libraries

6 - Building Generative Models

28 - Understanding Generative Adversarial Networks

29 - Constructing Your First GAN with Python

30 - Model Training and Optimization Techniques

31 - Troubleshooting Training Challenges

32 - Understanding Model Performance

7 - Generative AI Applications for Advanced Analytics

33 - Data Generation

34 - Augmentation for Improved Analysis

35 - Advanced Text Analysis with Generative AI

36 - Generative AI for Images Signals

37 - 75Predictive Analytics with Generative AI

38 - Analytics Insights with Generative AI

39 - Applications of Generative AI in Advanced Analytics

8 - Project Title Generative AIpowered Stock Market Trend Prediction

40 - 81Data Collection Preprocessing

41 - 82Model Building

42 - 83Data Generation Trend Analysis

43 - Evaluation

9 - Conclusion

44 - Course Recap and Key Learnings

45 - The Future of Generative AI and Impact on Advanced Analytics

46 - Additional Resources and Learning Paths

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تولید کننده: Udemy