Goal-Driven Artificial Intelligence and Machine Learning

Alex Castrounis, Founder & President at InnoArchiTech

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

      4:13
    • Business Goals

      1:39
    • Customer Goals

      2:16
    • AI and Machine Learning Definitions

      8:03
    • Machine Learning Types and Algorithms

      7:07
    • AI Types and Algorithms

      8:21
    • The AI and ML Process and Tradeoffs

      12:09
    • Recommender System Applications

      8:01
    • Prediction and Classification Applications

      4:25
    • Computer Vision and Recognition Applications

      7:25
    • Clustering and Anomaly Detection Applications

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

      8:15
    • Hybrid and Miscellaneous Applications

      7:50
    • Summary and Next Steps

      1:24
    • Bonus: Class Project Overview and Demo

      19:06

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

Attribution

12 of 12 students recommendSee All

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.
Great introduction to AI/ ML, thanks so much!

176

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Alex Castrounis

Founder & President at InnoArchiTech

Alex Castrounis is a product and data science leader, technologist, mentor, educator, speaker, and writer. He has held leadership roles in data science and advanced analytics, software architecture and engineering, and product management.

Alex spent ten years as a race strategist, data scientist, vehicle dynamicist, and software engineer for IndyCar racing teams, and was a race strategist for over 100 races, including six Indianapolis 500s.

Alex also founded InnoArchiTech, and...

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