Goal-Driven Artificial Intelligence and Machine Learning | Alex Castrounis | Skillshare

Goal-Driven Artificial Intelligence and Machine Learning

Alex Castrounis, Author of AI for People and Business

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15 Lessons (1h 42m)
    • 1. Introduction and Overview

      4:13
    • 2. Business Goals

      1:39
    • 3. Customer Goals

      2:16
    • 4. AI and Machine Learning Definitions

      8:03
    • 5. Machine Learning Types and Algorithms

      7:07
    • 6. AI Types and Algorithms

      8:21
    • 7. The AI and ML Process and Tradeoffs

      12:09
    • 8. Recommender System Applications

      8:01
    • 9. Prediction and Classification Applications

      4:25
    • 10. Computer Vision and Recognition Applications

      7:25
    • 11. Clustering and Anomaly Detection Applications

      1:47
    • 12. Natural Language (NLP, NLG, NLU) Applications

      8:15
    • 13. Hybrid and Miscellaneous Applications

      7:50
    • 14. Summary and Next Steps

      1:24
    • 15. Bonus: Class Project Overview and Demo

      19:06
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About This Class

Alex Castrounis, author of AI for People and Business: A Framework for Better Human Experiences and Business Success (O'Reilly, available on Amazon), teaches goal-driven artificial intelligence and machine learning for executives, managers, and practitioners.

Are you interested in learning about artificial intelligence (AI) and machine learning (ML)? Have you wondered how these amazing fields can help you or your business? If yes, then join Alex Castrounis to learn all about these topics and more!

Artificial intelligence and machine learning are helping people and businesses achieve key goals, obtain actionable insights, drive critical decisions, and create exciting, new, and innovative products and services.

This class is relatively high-level so that a non-technical executive can understand everything, but should be very useful to a technical practitioner as well. Please note that this class does not include coding or code examples (except for minimal coding in the class project video).

This class will

  • Give examples of common business and customer goals that can drive artificial intelligence and machine learning solutions
  • Explain artificial intelligence and machine learning, with a heavy emphasis on why they should be used
  • Provide an overview of the different types of tasks and algorithms associated with artificial intelligence and machine learning
  • Describe the typical artificial intelligence and machine learning process, along with important tradeoffs and considerations
  • Discuss real-world applications and examples of companies and products that are using artificial intelligence

I hope you enjoy!

To learn more

Please signup for Alex's mailing list, subscribe to the  podcast, and  Alex on Twitter for the latest content updates. Please also leave a positive podcast review if you like what you hear!

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Alex Castrounis

Author of AI for People and Business

I am the author of AI for People and Business: A Framework for Better Human Experiences and Business Success (O'Reilly, available on Amazon) and founder, CEO, and principal consultant of InnoArchiTech.

An expert in business, analytics, and product management, I have nearly 20 years of innovation experience. My primary areas of expertise are data science, advanced analytics, and product management.

I have helped companies in many industries and of all sizes to benefit f...

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