Generative AI for Data Engineering and Data Professionals

سرفصل های دوره

Work Faster with Practical Gen AI for Data Engineering | For all Data Professionals (Engineers, Analysts, Scientists)

1 - Introduction

1 - About the course

2 - Course Tips.html

3 - How Generative AI impacts Data Engineer Tasks

4 - Course Roadmap

5 - Caveats about Using Generative AI

6 - About the Instructor

7 - Keys to Success

8 - Ways to Contact

9 - Leave a Rating

2 - Environment Setup

10 - Environment Setup

11 - Option 1 Download Python VSCode and Jupyter Lab

12 - Option 2 Google Colab

13 - Set up OpenAI API

14 - Resources.html

14 - resources.zip

3 - Data Generation and Augmentation

15 - Introduction to using Generative AI for Data Generation and Augmentation

16 - Generating Synthetic Data with Generative AI

17 - Augmenting Existing Data with Generative AI

18 - Creating Time Series Data

19 - Generating Edge Cases in Data Engineering

20 - Handling PII Data with Generative AI

21 - Balancing Imbalanced Datasets in Data Engineering

22 - Activity Data Augmentation App Walkthrough

23 - Activity Creating Functions for Data Engineering

24 - Activity Running the Backend

25 - Activity Adding FrontEnd Components

26 - Activity Running the Web App GenAI for Data Engineering

4 - Writing Data Engineering Code with Gen AI

27 - Introduction to using Generative AI for Writing Data Engineering Code with Gen A

28 - Data Cleaning and Modeling with Generative AI

29 - Documenting Code for Data Projects

30 - Creating Data Schemas Systems and Pipelines

31 - Transferring Data with Generative AI

5 - Gen AI Data Engineering Tools

32 - Introduction to using Generative AI for Gen AI Data Engineering Tools

33 - Use ChatGPT for Data Engineering

34 - Build a Data Engineering App with Claude

35 - Custom GPTs for Data Engineering

36 - Custom LLM or Generative AI tools for Data Engineering

37 - Copilot for Azure Data Factory and Gemini for BigQuery

6 - Data Parsing and Extraction

38 - Introduction to using Generative AI for Data Parsing and Extraction

39 - Parsing Data Data Engineering

40 - Extracting Data from Web Scrapes and Images

41 - Performing Named Entity Recognition

42 - Activity Extracting Data from Contracts

7 - Data Querying and Analysis

43 - Introduction to using Generative AI for Data Querying and Analysis

44 - Querying Data with Generative AI

45 - Optimizing Data Queries

46 - Activity Developing Data Engineering Query Apps

47 - Activity Running Data Engineering Query Apps

48 - Activity Converting to a Web App with FrontEnd

8 - Data Enrichment Data Normalization and Standardization

49 - Introduction to using Generative AI for Data Enrichment Data Normalization and

50 - Enriching Features for Data Models

51 - Data Imputation and Normalization with Generative AI

52 - Imputation for Time Series Data Engineering

53 - Standardizing and Normalizing Textual Data with Generative AI

9 - Conclusion

54 - Conclusion and Certificate

55 - Ways to contact

10 - Bonus

56 - Bonus

179,000 تومان

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تولید کننده: Udemy