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Course overview
Artificial Intelligence is redefining the landscape of technology and communication. In this course, you’ll gain a foundational understanding of AI, machine learning, deep learning, natural language processing, and chatbots. Discover how to craft effective prompts and interact with chatbots like Chandra to maximize their potential in educational, work, and personal projects. By the end of this course, you’ll have hands-on experience with Chandra and be inspired to explore further into AI and data science.
Key skills
- Understanding the basics of AI, machine learning, deep learning, and natural language processing
- Learning effective interaction techniques with AI chatbots
- Exploring practical applications of AI chatbots in various fields
- Hands-on experience with Dataquest's AI chatbot, Chandra
- Discovering further learning opportunities in AI and data science
Course outline
AI Chatbots: Harnessing the Power of Large Language Models with Chandra [3 lessons]
Introduction to AI Chatbots with Chandra 1h
Lesson Objectives- Learn the basics of AI, machine learning, deep learning, natural language processing, large language models, and chatbots
- Understand how AI chatbots are trained and function
- Define the terms conversational AI, tokens, and hallucination
- Differentiate imperative programming from declarative programming
- Use Chandra to find and fix a Python coding error
Capabilities and Limitations of AI Chatbots 1h
Lesson Objectives- Define context window and its impact on AI chatbot interactions
- Examine the role of training data in AI chatbot performance
- Discover the multilingual capabilities of AI chatbots
- Analyze the limitations of AI chatbots in understanding human emotions
- Use Chandra to make a block of provided code more Pythonic
Managing Effective Interactions with AI Chatbots 1h
Lesson Objectives- Differentiate a good prompt from a bad one
- Control tone, style, and format of the output from AI chatbots
- Practice using direct instruction, Socratic questioning, iterative refinement, contextual, and example-based prompting techniques
- Apply techniques to help avoid hallucinations
- Use Chandra to create a data visualization from provided data
The Dataquest guarantee
Dataquest has helped thousands of people start new careers in data. If you put in the work and follow our path, you’ll master data skills and grow your career.
We believe so strongly in our paths that we offer a full satisfaction guarantee. If you complete a career path on Dataquest and aren’t satisfied with your outcome, we’ll give you a refund.
Master skills faster with Dataquest
Go from zero to job-ready
Learn exactly what you need to achieve your goal. Don’t waste time on unrelated lessons.
Build your project portfolio
Build confidence with our in-depth projects, and show off your data skills.
Challenge yourself with exercises
Work with real data from day one with interactive lessons and hands-on exercises.
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