Quick Start on AWS: Machine Learning
Gain confidence in the fundamentals of Machine Learning
Interested in learning the basics of Machine Learning (ML) to advance your skills and career? Looking for a practical, brief approach that doesn’t assume you’re already a data scientist or an ML genius? Watch our on-demand Twitch series to learn the foundations and gain confidence in ML. Built for total beginners, you’ll get clear explanations and real world examples to help you learn to apply ML to solve real business problems.
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Episode 1: Getting to Know 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 about it? What are the most successful applications for ML?
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 you’ll follow it all the way to the end of the process.
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 learn how to train and test it.
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 intuition around data in the ML process.
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 also get a quick look at some code.
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.
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