Enhancing Your Productivity as a Data Scientist with Generative AI

  • CategoryOther
  • TypeTutorials
  • LanguageEnglish
  • Total size448.9 MB
  • Uploaded Byfreecoursewb
  • Downloads44
  • Last checkedApr. 04th '25
  • Date uploadedApr. 03rd '25
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Infohash : 75BBAF6A98C9F2DA39D370904F10C7023C3B8705

Enhancing Your Productivity as a Data Scientist with Generative AI

https://DevCourseWeb.com

Released: 03/2025
Duration: 3h 4m | .MP4 1280x720, 30 fps(r) | AAC, 48000 Hz, 2ch | 448 MB
Level: Intermediate | Genre: eLearning | Language: English

This course teaches data scientists how to use generative AI to enhance their workflow in a practical, hands-on way. Along 20 interactive use cases, instructor Tobias Zwingmann shares practical AI-augmented techniques for each stage of the data science process, including problem formulation, data preparation, modeling, and deployment. Through hands-on exercises, learn AI tools to create and optimize models, interpret results, and communicate insights effectively. Check out this course to find out how you can apply generative AI methods to significantly increase your productivity and tackle more complex data science challenges.

Files:

[ DevCourseWeb.com ] Enhancing Your Productivity as a Data Scientist with Generative AI
  • Get Bonus Downloads Here.url (0.2 KB)
    • ~Get Your Files Here ! 01 - Introduction
    • 01 - How GenAI can enhance your productivity.mp4 (2.5 MB)
    • 01 - How GenAI can enhance your productivity.srt (1.6 KB)
    • 02 - Overview and what you should know.mp4 (1.2 MB)
    • 02 - Overview and what you should know.srt (1.7 KB)
    • 03 - Codespaces and setup.mp4 (5.5 MB)
    • 03 - Codespaces and setup.srt (4.0 KB)
    02 - 1. Introduction to Generative AI for Data Science
    • 01 - Foundations of generative AI.mp4 (12.5 MB)
    • 01 - Foundations of generative AI.srt (14.1 KB)
    • 02 - The data science process CRISP-DM recap.mp4 (11.9 MB)
    • 02 - The data science process CRISP-DM recap.srt (11.1 KB)
    • 03 - From augmentation to automation.mp4 (10.1 MB)
    • 03 - From augmentation to automation.srt (9.4 KB)
    • 04 - Principles of effective prompting.mp4 (10.8 MB)
    • 04 - Principles of effective prompting.srt (9.8 KB)
    • 05 - ChatGPT setup Assistants.mp4 (3.9 MB)
    • 05 - ChatGPT setup Assistants.srt (4.3 KB)
    • 06 - Gemini or other LLM setup Copilots.mp4 (5.0 MB)
    • 06 - Gemini or other LLM setup Copilots.srt (4.3 KB)
    • 07 - Optional Building a custom GPT.mp4 (8.1 MB)
    • 07 - Optional Building a custom GPT.srt (6.7 KB)
    03 - 2. Business and Data Understanding with AI
    • 01 - Overview Business and data understanding with GenAI.mp4 (9.8 MB)
    • 01 - Overview Business and data understanding with GenAI.srt (9.5 KB)
    • 02 - Use case 1 SMART problem statements assistant.mp4 (13.0 MB)
    • 02 - Use case 1 SMART problem statements assistant.srt (10.4 KB)
    • 03 - Use case 2 Issue tree builder assistant.mp4 (13.1 MB)
    • 03 - Use case 2 Issue tree builder assistant.srt (10.2 KB)
    • 04 - Use case 3 Business requirements assistant.mp4 (14.9 MB)
    • 04 - Use case 3 Business requirements assistant.srt (10.9 KB)
    • 05 - Use case 4 Data dictionary assistant.mp4 (14.3 MB)
    • 05 - Use case 4 Data dictionary assistant.srt (11.2 KB)
    • 06 - Use case 5 SQL query copilot.mp4 (21.1 MB)
    • 06 - Use case 5 SQL query copilot.srt (14.6 KB)
    • 07 - Use case 6 EDA report assistant.mp4 (15.7 MB)
    • 07 - Use case 6 EDA report assistant.srt (12.9 KB)
    04 - 3. AI-Augmented Data Preparation
    • 01 - Overview Data preparation with GenAI.mp4 (4.3 MB)
    • 01 - Overview Data preparation with GenAI.srt (5.0 KB)
    • 02 - Use case 7 Data quality assessment copilot.mp4 (22.7 MB)
    • 02 - Use case 7 Data quality assessment copilot.srt (14.4 KB)
    • 03 - Use case 8 Data cleaning copilot.mp4 (15.9 MB)
    • 03 - Use case 8 Data cleaning copilot.srt (9.5 KB)
    • 04 - Use case 9 Text preprocessing copilot.mp4 (28.6 MB)
    • 04 - Use case 9 Text preprocessing copilot.srt (19.2 KB)
    • 05 - Use case 10 Feature engineering copilot.mp4 (28.8 MB)
    • 05 - Use case 10 Feature engineering copilot.srt (17.9 KB)
    05 - 4. AI-Powered Modeling Techniques
    • 01 - Overview Modeling with GenAI.mp4 (2.7 MB)
    • 01 - Overview Modeling with GenAI.srt (3.3 KB)
    • 02 - Use case 11 Model selection assistant.mp4 (12.6 MB)
    • 02 - Use case 11 Model selection assistant.srt (10.2 KB)
    • 03 - Use case 12 Model creation copilot.mp4 (21.5 MB)
    • 03 - Use case 12 Model creation copilot.srt (13.3 KB)
    • 04 - Use case 13 Model documentation copilot.mp4 (10.6 MB)
    • 04 - Use case 13 Model documentation copilot.srt (8.5 KB)
    06 - 5. AI-Augmented Model Evaluation
    • 01 - Overview Model evaluation with GenAI.mp4 (2.8 MB)
    • 01 - Overview Model evaluation with GenAI.srt (3.0 KB)
    • 02 - Use case 14 Model performance assistant.mp4 (19.0 MB)
    • 02 - Use case 14 Model performance assistant.srt (13.2 KB)
    • 03 - Use case 15 Model explainability assistant.mp4 (15.0 MB)
    • 03 - Use case 15 Model explainability assistant.srt (10.0 KB)
    07 - 6. AI-Augmented Deployment and Application Development
    • 01 - Overview Model deployment with GenAI.mp4 (2.3 MB)
    • 01 - Overview Model deployment with GenAI.srt (2.6 KB)
    • 02 - Use case 16 Model deployment assistant.mp4 (16.3 MB)
    • 02 - Use case 16 Model deployment assistant.srt (14.0 KB)
    • 03 - Use case 17 API documentation assistant.mp4 (5.3 MB)
    • 03 - Use case 17 API documentation assistant.srt (4.6 KB)
    08 - 7. AI-Augmented Communication and Documentation
    • 01 - Relevance of communication and documentation.mp4 (2.5 MB)
    • 01 - Relevance of communication and documentation.srt (2.9 KB)
    • 02 - Use case 18 Comprehensive project documentation assistant.mp4 (16.3 MB)
    • 02 - Use case 18 Comprehensive project documentation assistant.srt (12.0 KB)
    • 03 - Use case 19 Data storytelling assistant.mp4 (20.0 MB)
    • 03 - Use case 19 Data storytelling assistant.srt (15.6 KB)
    • 04 - Use case 20 Stakeholder communication assistant.mp4 (12.6 MB)
    • 04 - Use case 20 Stakeholder communication assistant.srt (10.8 KB)
    09 - Conclusion
    • 01 - Course recap and key takeaways.mp4 (6.2 MB)
    • 01 - Course recap and key takeaways.srt (7.3 KB)
    • 02 - Future trends in AI-augmented data science.mp4 (8.4 MB)
    • 02 - Future trends in AI-augmented data science.srt (8.2 KB)
    • 03 - Next steps in your GenAI journey.mp4 (669.4 KB)
    • 03 - Next steps in your GenAI journey.srt (1.2 KB)
    • Bonus Resources.txt (0.1 KB)

Code:

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