Gain a core understanding of the management approaches of the future. In this high-impact three-day course, featuring lectures, group exercises, and discussions, you’ll master specialized skills in people analytics, management, and ethics—and emerge ready to lead with impact across your enterprise.
Take a deep dive into the mathematical foundations of AI and machine learning. You’ll explore the math behind not only fundamental models and algorithms, but also recent innovations such as Transformers and Graph Neural Nets—and discover how these concepts relate to Python code and associated applications.
Autonomous robots. Self-driving cars. Smart refrigerators. Now embedded in countless applications, deep learning provides unparalleled accuracy relative to previous AI approaches. Yet, cutting through computational complexity and developing custom hardware to support deep learning can prove challenging for many enterprises—and the cost of getting it wrong can be catastrophic. Do you have the advanced knowledge you need to keep pace in the deep learning revolution? Over the past eight years, the amount of computing required to run these neural nets has increased over a hundred thousand times, which has become a significant challenge. Gain a deeper understanding of key design considerations for deep learning systems deployed in your hardware.
Fuel your organization’s ability to produce large volumes of highly integrated, complex, customized products by leveraging intelligent design and manufacturing strategies powered by the latest in artificial intelligence. In this highly interactive course, you’ll join a group of accomplished global peers to explore the latest smart manufacturing strategies and hardware, acquire skills to develop machine learning-based design templates, and participate in generative design sessions. 
Motors are becoming better and cheaper—opening profitable new applications across industries. In this course for engineers and product designers, you will learn to assess and design electric motors, generators, and drive systems, with emphasis on electric drives, including traction drives and drive motors. You will also explore how modern embedded controllers enable command through digital computation, breathing life into electric machines and motion control applications. 

Artificial Intelligence is revolutionizing industries by automating processes, analyzing vast data sets, and delivering valuable insights. Generative AI, a cutting-edge branch of AI, excels at creating original content—ranging from text and images to music and software code—by identifying patterns in data. As it continues to evolve, generative AI is accelerating innovation and boosting efficiency in sectors such as marketing, healthcare, finance, and entertainment, reshaping the future of business and work.

The innovative development of new platforms, products, and services, especially in response to the Sustainable Development Goals (SDGs), has the potential to transform our society. Today’s companies have many new opportunities: transition to new energy; mobility including autonomous vehicles; robotics and AI; smart materials and cities; and breakthrough medicine, agriculture, and maritime systems.
Manufacturing. Medicine. Robotics. Agriculture. The latest imaging and machine learning breakthroughs are opening up enormous opportunities across myriad industries. Do you have the advanced knowledge to keep pace? Take a deep dive into the latest imaging technologies and trends, spanning optical, ultrasound, acoustic, and RADAR systems—and master applied machine learning strategies for image formation and analysis.

Decision-makers who are skilled at forecasting technology innovation have a competitive advantage. By gaining knowledge in forecasting technology, you can provide businesses with up-to-date data and analytical insights that can inform decision-making. Explore analytics tools to help companies analyze past trends and accurately predict future trends, allowing them to make more informed decisions.

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