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Goal-Driven Artificial Intelligence and Machine Learning

Alex Castrounis, Founder & President at InnoArchiTech

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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


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.

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 examples of companies and products that are using artificial intelligence and machine learning by category. Categories include:
    • Recommender systems
    • Prediction and classification
    • Computer vision and recognition
    • Clustering and anomaly detection
    • Natural language
    • Hybrid and miscellaneous applications

I hope you enjoy!

To learn more


15 of 16 students recommendSee All

ALEX YOU ARE A G! So excited about this new technological revolution, goal is to have more conversations around it, better understand and appreciate its applications
Extremely good overview || refreshment of AI and ML
Alex delivers a great introduction to the subject in an engaging and informative way. The project video at the end is useful at providing a sense of practical next steps for those interested in getting their hands dirty.





Alex Castrounis

Founder & President at InnoArchiTech

Alex Castrounis founded InnoArchiTech, a company that provides consulting, education, writing, and speaking services. His expertise is in transforming data into value using artificial intelligence, deep learning, neural networks, machine learning, and data science in order to achieve business and customer goals, and also to improve human experiences.

At his day job, Alex is the vice president of product and advanced analytics at Rocket Wagon, an enterprise IoT and digital services comp...

See full profile