As we delve deeper into a skills-based world, learning gets a legitimate seat at the table. And in this new world of career pathways, learning goes from a group effort to one that's considerably more individually defined. As a result, organizations struggle with unique, individual learning solutions. But AI can help—taking what used to be hundreds of hours to develop customized learning plans and providing individuals with opportunities to shape their own learning. Every learner thrives when content is adapted to their needs, interests, and capabilities, and in this course, Margie Meacham explains how generative AI can create hyperpersonalized learning solutions. Discover how intelligent automation can streamline the learning process. Learn about the personalized learning workflow and how to incorporate it into your existing workflows. And get guidance on developing and implementing your own AI-based learning solution.

By optimizing your Python code, you can ensure that your code uses fewer resources and runs faster than it did previously. In this advanced course, explore tips and techniques that can help you optimize your code to make it more efficient. Instructor Miki Tebeka covers general tools of the trade, including how to leverage the tools Python provides for measuring time, and how to use line_profiler to get line-by-line profiling information. Miki also shares how to pick the right data structures, how approximation algorithms can speed up your code, and how to use NumPy for fast numeric computation. He wraps up the course with a discussion of how to integrate performance in your process.

This course is integrated with GitHub Codespaces, an instant cloud developer environment that offers all the functionality of your favorite IDE without the need for any local machine setup. With GitHub Codespaces, you can get hands-on practice from any machine, at any time—all while using a tool that you’ll likely encounter in the workplace. Check out the “Using GitHub Codespaces with this course” video to learn how to get started.