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Course Outline
Introduction to ChatGPT for Data Science and Analytics
- What is ChatGPT and how does it work?
- Overview of ChatGPT's role in data science and analytics
Data Exploration with ChatGPT
- Leveraging ChatGPT for exploratory data analysis
- Asking natural language questions to ChatGPT for data insights
- Assisting in data cleaning and preprocessing with ChatGPT
Generating Insights with ChatGPT
- Using ChatGPT to uncover patterns and trends in data
- Leveraging ChatGPT for feature engineering and selection
- Assisting in hypothesis generation and testing with ChatGPT
ChatGPT for Predictive Modeling
- Incorporating ChatGPT in predictive modeling workflows
- Generating predictions and forecasts with ChatGPT
- Assisting in model selection and evaluation using ChatGPT
ChatGPT for Natural Language Processing (NLP)
- Utilizing ChatGPT for text analysis and sentiment analysis
- Extracting meaningful information from unstructured text data
- Incorporating ChatGPT in NLP pipelines and applications
Best Practices for ChatGPT in Data Science and Analytics
- Fine-tuning ChatGPT for specific data science tasks
- Addressing bias and fairness considerations in AI-assisted analytics
- Monitoring and evaluating ChatGPT performance and results
Ethical Use of ChatGPT in Data Science and Analytics
- Ensuring responsible and transparent use of AI in data science
- Mitigating risks and ethical challenges associated with ChatGPT
- Understanding ethical considerations in deploying AI models powered by ChatGPT
Future Trends and Developments
- Exploring advancements in ChatGPT and data science
- Implications of AI in the future of data analytics
- Opportunities for innovation and growth with ChatGPT in data science and analytics
Summary and Next Steps
Requirements
- Basic computer experience
- Familiarity with data science concepts and tools
Audience
- Data scientists
- Data analysts
- Business analysts
- Data engineers
Testimonials
Abhay is an industry expert by all measure. His depth of experience is evident in the range of topics he speaks of.
Dewey - Cindy M. Soriano, Phoenix Publishing House Inc.
What I enjoyed the most about the training was Abhy's impressive knowledge and expertise. It greatly enriched the learning experience and provided valuable insights into the subject matter. Inspirational!
John - Cindy M. Soriano, Phoenix Publishing House Inc.
When we were doing the practicing. The facilitator did a lot of engaging with the audience
Gugu Duma - Anusha Iyer, Hollard Insure
It was perfect for the target audience, I like the interactiveness and the way in which we could do the exercises ourselves.
Gerhard - Anusha Iyer, Hollard Insure
hands on practical and the ability to play around
Marc - Anusha Iyer, Hollard Insure
The trainer made the content and exercises really simple, and to bring across the power of AI, specifically ChatGPT and how to get the maximum value out of it was really awesome experience
Vernon - Anusha Iyer, Hollard Insure
The nature of the presentation, which maintained interest throughout
Anusha Iyer, Hollard Insure
Practical applications of ChatGPT
Cindy M. Soriano, Phoenix Publishing House Inc.
Interactive. Very current and relevant
Anusha - Anusha Iyer, Hollard Insure
Learning that all AI technologies should not be used in isolation but should be used together to get true benefits.
Anusha Iyer, Hollard Insure
Practical examples
Viren , Hollard Insure
bulding the case of an integration of chatgpt for HR purpose
Clélia - Hugues Deroubaix, Proximus
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