Goal-Driven Artificial Intelligence and Machine Learning

Alex Castrounis, InnoArchiTech, Pod as a Service

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15 Videos (1h 42m)
    • Introduction and Overview

    • Business Goals

    • Customer Goals

    • AI and Machine Learning Definitions

    • Machine Learning Types and Algorithms

    • AI Types and Algorithms

    • The AI and ML Process and Tradeoffs

    • Recommender System Applications

    • Prediction and Classification Applications

    • Computer Vision and Recognition Applications

    • Clustering and Anomaly Detection Applications

    • Natural Language (NLP, NLG, NLU) Applications

    • Hybrid and Miscellaneous Applications

    • Summary and Next Steps

    • Bonus: Class Project Overview and Demo

22 students are watching this class

About This Class

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

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27 of 30 students recommendSee All

Good overview of all the types of AI are out there with practical examples of companies exploring the various sub-fields. Even if you're already working on some ML/DL problem, this can be useful as it can remove the tunnel view and broaden your view of the solution space. The course doesn't go into any details, but a good starting point.
Very enjoyable artificial intelligence (AI) overview course
This class provides real life examples of how AI and machine learning are revolutionizing the way we work, play, and interact with others today. These examples hit home, and make it easy for anyone to see the importance of AI / ML. This was a great way for me to get my feet wet. Thanks, Alex!
Kaya Ten-Pow

Category Manager at Skillshare





Alex Castrounis

InnoArchiTech, Pod as a Service

Alex Castrounis is the founder of InnoArchiTech, a company that helps businesses and people transform data into value by leveraging data science and advanced analytics techniques such as AI and machine learning, through education, training, writing, and speaking services.

Alex is also a book author, podcast creator and host, online course creator and instructor, writer for industry-leading publications, and public speaker.

Before working in tech, Alex spent 10 years as a ...

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