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Episode 1: Getting Started with Machine Learning In this episode, you'll meet your hosts and jump into the basics of Machine Learning (ML). What is it, and why does it seem like everyone is talking a
Episode 2: Machine Learning End to End This week, you'll increase your understanding of the ML process, from end to end. Using one consistent example, we'll start with a clear business problem and yo
Episode 3: Machines Can Learn?! Now that you've covered some of the basics, it's time to start thinking about how machines learn. You'll follow a naïve example to understand what a model is, and lear
Episode 4: Love Your Data This episode, we'll talk about all things data - cleaning it, preparing it, and more. You'll even learn how to do some exploratory data analysis so that you can develop your
Episode 5: Tear-Free Algorithms Algorithms don't have to be as scary as they sound. You'll learn some popular algorithms and their use cases so you can start to develop your understanding. You'll als
Episode 6: ML in the Real World Let's explore a real-world use case of machine learning in Amazon Alexa and beyond.
Episode 7 - Is My Model Good Enough? Once you've built a model, how will you know if it's good enough? Here you'll learn to apply different methods of evaluation and what metrics you should use.
Episode 8: Ready for Production What do you do when it's time to wrap everything up and send your model to production? We'll show you what that looks like and how you can get started.