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IBM

Generative AI for Data Scientists

IBM via edX Professional Certificate

Overview

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Looking to enhance your data science capabilities with generative AI (or gen AI)? This program is designed specifically for data scientists, analysts, data architects, engineers, and data enthusiasts who want to integrate gen AI into their work effectively.

The journey begins with a solid foundation in gen AI and its real-world applications. You'll learn to differentiate gen AI from discriminative AI and explore how various models and tools handle text, code, image, audio, and video generation. This knowledge is essential for data scientists looking to expand their toolkit.

Next, you'll master prompt engineering – a critical skill for data professionals. Using industry tools, you'll learn proven techniques to create effective prompts that deliver consistent, useful results. The course covers essential concepts, practical examples, and hands-on experience with common prompt engineering tools.

The final course focuses on applying gen AI throughout the data science methodology. You'll learn practical applications for:

  • Data set generation and augmentation
  • Feature engineering
  • Machine learning model development and refinement
  • Creating visualizations
  • Generating insights

Put your skills into practice through hands-on labs and real-world scenarios. You'll work with actual tools and techniques, building practical experience you can apply immediately in your data science work.

Complete this course to harness gen AI's potential across your data science projects. Whether you're looking to improve your current workflows or explore new possibilities in data analysis, this program provides the practical skills you need. Sign up now.

Syllabus

Courses under this program:
Course 1: Introduction to Generative AI

In this course, you will learn about the fundamentals of generative AI. You will explore the capabilities and applications of generative AI across different domains. You will explore the capabilities and features of common generative AI models and tools.



Course 2: Introduction to Prompt Engineering

In this course, you will learn about prompt engineering to unlock the full potential of generative AI tools like ChatGPT. You will learn the techniques and best practices for writing effective prompts and explore a few common prompt engineering tools.



Course 3: Mastering Generative AI for Data Science

This course helps you master generative AI skills to enhance data science workflows, improve data preparation, and refine machine learning models with real-world applications.



Courses

Taught by

Abhishek Gagneja, Rav Ahuja and Antonio Cangiano

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