What if you could take all the best practices from expert data scientists and roll it into an easy-to-use software package that any developer could use? What if it could automatically prepare your dataset, try different machine learning approaches, and combine their results to deliver high-quality predictions — and all of that with little to no code? This is the idea behind automated machine learning (AutoML). In this talk, I'll discuss some of the recent advances in AutoML and how you can use it to accelerate your data science projects. I'll also walk-through demos showing two AutoML solutions - AutoGluon, an open source AutoML library by AWS and Amazon SageMaker AutoPilot, a fully managed AutoML service on AWS.
Speaker
Shashank Prasanna - Developer Advocate at Amazon Web Services (AWS)
About the Speaker
Shashank Prasanna is an AI & Machine Learning Developer Advocate at Amazon Web Services (AWS) where he helps engineers, developers and data scientists solve challenging problems with machine learning. Prior to joining AWS, he worked at NVIDIA, MathWorks (makers of MATLAB & Simulink) and Oracle in product marketing, product management, and software development roles. In his spare time he likes running and brewing the perfect cup of coffee.
Location
Remote on Twitch
https://www.twitch.tv/polyglotdev
Basic Information
Due to COVID-19 and everyone's personal safety, we're making this event an online stream through Twitch. You don't need an account to watch the stream, but you'll need one to participate in the chat. Creating an account doesn't cost anything and it will add warmth to the event.