Interested in a career in AI/ ML and Data Science?

Learn about artificial intelligence and machine learning the fun way, with AWS Quickstart: Machine Learning, a 6-week training series on the AWS Twitch channel.

Join as your hosts Ben Cashman, Fred Graichen, and Brooke Jamieson explore machine learning workflows and step into the shoes of a data scientist. Delve into the tools used by AI/ML practitioners including python, Sagemaker Studio Lab, and Sagemaker Studio. You’ll also learn about exploratory data analysis, data preprocessing, and feature engineering to make sure your data is in the best shape possible for model training.

After watching, you’ll have the ability to build, train, and deploy a model, and justify why doing so is important. 

Sign up to get a weekly update about the live and upcoming series airing on AWS Training Live, plus links to relevant resources.

Explore all AWS Twitch shows to see what’s coming up live and access on-demand episodes from past AWS Training and Certification series.

Quickstart on AWS: Machine Learning, Season 2


Join us on Twitch to learn AI/ML fundamentals—whether you are new to AWS or just new to AI/ML. 

Friday, April 14, 2023
8:00am - 9:30am PT
1

Episode 1: Getting started with Machine Learning

Meet your hosts, join in on the community, and let’s dive in! In episode 1, we'll focus on the Machine Learning Lifecycle and discuss the role and daily activities of a data scientist.

Instructor: Ben Cashman, Fred Graichen, Brooke Jamieson


Friday, April 21, 2023
8:00am - 9:30am PT
2

Episode 2: Tools of the trade

Let’s talk tools. Join episode 2 for a discussion and demonstration of some of the tools utilized by data scientists for end-to-end machine learning engineering.

Instructor: Ben Cashman, Fred Graichen, Brooke Jamieson


Friday, April 28, 2023
8:00am - 9:30am PT
3

Episode 3: Let’s go exploring!

Learn to recognize patterns in your data! In episode 3, you’ll learn techniques for exploratory data analytics—the process of performing initial investigations to discover patterns in your data—with the help of summary statistics and graphical representations.

Instructor: Ben Cashman, Fred Graichen, Brooke Jamieson


Friday, May 5, 2023
8:00am - 9:30am PT
4

Episode 4: Prepare your data for success!

Learn to prepare your data. In episode 4, we will focus on data preprocessing and feature engineering to put our data into the right shape and quality for model training.

Instructor: Ben Cashman, Fred Graichen, Brooke Jamieson


Friday, May 12, 2023
8:00am - 9:30am PT
5

Episode 5: Basic training

It’s time to train your model! In episode 5, we will discuss model training, the process where our chosen algorithm will learn from training data.

Instructor: Ben Cashman, Fred Graichen, Brooke Jamieson


Friday, May 19, 2023
8:00am - 9:30am PT
6

Episode 6: What can we infer from this?

Join us for the final episode of Season 2, in which we’ll demonstrate the process of deploying our model for evaluation. Once we’re satisfied with our model performance, we will deploy to a production environment. This episode will also include demos from AWS AI Services.

Instructor: Ben Cashman, Fred Graichen, Brooke Jamieson


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
7

Episode 7: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
8

Episode 8: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
9

Episode 9: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
10

Episode 10: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes

Quickstart with AWS: Machine Learning, Season 1


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.

Monday, August 23, 2021
7:00am - 8:00am PT
1

Episode 1: Getting to Know Machine Learning

In episode 1, 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?

Instructor: Frank Zhang and Solomon Abiola


Thursday, August 26, 2021
4:00pm - 5:00pm PT
2

Episode 2: Machine Learning End to End

In this episode, 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.

Instructor: Frank Zhang and Solomon Abiola


Monday, August 30, 2021
7:00am - 8:00am PT
3

Episode 3: Machines Can Learn?!

Now that you’ve covered some of the basics, it’s time to start thinking about how machines learn. In episode 3, you’ll follow a naïve example to understand what a model is, and learn how to train and test it.

Instructor: Frank Zhang and Solomon Abiola


Thursday, September 2, 2021
4:00pm - 5:00pm PT
4

Episode 4: Love Your Data

In this episode, we 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.

Instructor: Frank Zhang and Solomon Abiola


Monday, September 6, 2021
7:00am - 8:00am PT
5

Episode 5: Tear-Free Algorithms

Algorithms don’t have to be as scary as they sound. In episode 5, 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.

Instructor: Frank Zhang and Solomon Abiola


Thursday, September 9, 2021
4:00pm - 5:00pm PT
6

Episode 6: ML in the Real World

In this episode, we explore a real-world use case of machine learning in Amazon Alexa and beyond.

Instructor: Frank Zhang and Solomon Abiola


Monday, September 13, 2021
7:00am - 8:00am PT
7

Episode 7: Is My Model Good Enough?

Once you’ve built a model, how will you know if it’s good enough? In episode 7, you’ll learn to apply different methods of evaluation and what metrics you should use.

Instructor: Frank Zhang and Solomon Abiola


Thursday, September 16, 2021
4:00pm - 5:00pm PT
8

Episode 8: Ready for Production

What do you do when it’s time to wrap everything up and send your model to production? In the final episode, we'll show you what that looks like and how you can get started.

Instructor: Frank Zhang and Solomon Abiola


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET

Episode 9: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
10

Episode 10: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes

AWS Power Hour: Data Analytics


Join us live on Twitch at twitch.tv/aws for AWS Power Hour: Data Analytics to learn key concepts you’ll want to know if you’re preparing for the AWS Certified Data Analytics - Specialty exam. Our hosts will use demonstrations and real world examples to help you learn to design, build, secure, and maintain analytics solutions on the AWS Cloud. Stay with us for a 30-minute live forum opportunity to ask your questions and get help from AWS experts.

Monday, October 3, 2022
5:30pm - 7:00pm PT
1

Episode 1: Introduction to Data Analytics

Welcome to the first episode of our AWS Power Hour: Data Analytics series! In this episode, we will introduce you to the AWS Certified Data Analytics – Specialty Certification. Then we will take a look at AWS data analytics services and how they integrate with each other. Stay tuned for future episodes as we dive deeper into AWS data analytics services and how they fit in the data lifecycle of collection, storage, processing, and visualization.

Instructor: Mai Nishitani and Mark Stuart


Monday, October 10, 2022
5:30pm - 7:00pm PT
2

Episode 2: Data Collection, Storage, and Management

Welcome to the second episode of AWS Power Hour: Data Analytics. In this episode, we will discuss data collection, storage, and management. We will walk through data persistence, fault tolerance, durability, and reliability. Then, we will talk about data lifecycle and data retention to address cost requirements.

Instructor: Mai Nishitani and Mark Stuart


Monday, October 17, 2022
5:30pm - 7:00pm PT
3

Episode 3: Data Processing

In the third episode of AWS Power Hour: Data Analytics, we will spend time discussing data processing. This episode will focus on transforming and preparing data for analysis, with some options to automation data processing solutions.

Instructor: Mai Nishitani and Mark Stuart


Monday, October 24, 2022
5:30pm - 7:00pm PT
4

Episode 4: Data Analysis and Visualization

In this episode, we will dive into analyzing and visualizing our data. Using services like Amazon CloudWatch, Amazon OpenSearch, and Amazon QuickSight, we discuss how you can better understand the data we have and how it drives the decisions you make.

Instructor: Mai Nishitani and Mark Stuart


Monday, October 31, 2022
5:30pm - 7:00pm PT
5

Episode 5: Data Security and the Specialty Certification

At AWS, security is the top priority. In the final episode of AWS Power Hour: Data Analytics, we will review the AWS Well Architected Framework Data Analytics Lens and how you can apply security in your workflow. Then, we will wrap up the episode with next steps as you continue your journey to earn your AWS Certified Data Analytics - Specialty certification!

Instructor: Mai Nishitani and Mark Stuart


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
6

Episode 6: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
7

Episode 7: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
8

Episode 8: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
9

Episode 9: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
10

Episode 10: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


AWS Power Hour: Database


Join us live on Twitch at twitch.tv/aws for AWS Power Hour: Database to learn key concepts you’ll want to know if you’re preparing for the AWS Certified Database - Specialty exam. Our hosts will use demonstrations and real world examples to help you learn to design, migrate, deploy, monitor, and secure databases on the AWS Cloud. Stay with us for a 30-minute live forum opportunity to ask your questions and get help from AWS experts.

Friday, October 7, 2022
8:00am - 9:30am PT
1

Episode 1: Introduction to Designing Databases on AWS

In the first episode of our AWS Power Hour: Database series, we will review the certification exam guide and resources for you to study as we progress through this series. We will then introduce you to designing a database on AWS. We’ll talk about the differences between database types and using AWS Managed Services or deploying a database on an EC2 instance.

Instructor: Kevin Shaffer-Morrison and Stuart Fox


Friday, October 14, 2022
8:00am - 9:30am PT
2

Episode 2: Database Deployment and Migration

In this episode, you’ll learn about costs around AWS database solutions, followed by a discussion of how to deploy your database in the AWS Cloud. We will finish the episode by working through data preparation and migration strategies using native database and AWS managed tools.

Instructor: Kevin Shaffer-Morrison and Stuart Fox


Friday, October 21, 2022
8:00am - 9:30am PT
3

Episode 3: Database Management, Operations, and Security

In this episode, you’ll learn about management and governance. We will talk about database security, controlling access, and automating operational tasks. This includes backups, encryption, and upgrading your database.

Instructor: Kevin Shaffer-Morrison and Stuart Fox


Friday, October 28, 2022
8:00am - 9:30am PT
4

Episode 4: Database Monitoring and Troubleshooting

Monitoring databases is a critical component to ensure we have a healthy workload with properly provisioned resources. In this episode, we will review the tools available for us to react, respond, and troubleshoot as needed. Once we have our database monitored, we will also discuss some performance optimization options for different AWS database solutions.

Instructor: Kevin Shaffer-Morrison and Stuart Fox


Friday, November 4, 2022
8:00am - 9:30am PT
5

Episode 5: Review and Prepare for the Certification Exam

In the final episode of AWS Power Hour: Database, we will review topics from the previous four episode. Then, we will cover next steps as you continue your journey to become AWS Certified Database - Specialty certified.

Instructor: Kevin Shaffer-Morrison and Stuart Fox


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
6

Episode 6: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, June 22, 2022
10:00am - 11:00am PT
7

Episode 7: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, June 22, 2022
10:00am - 11:00am PT
8

Episode 8: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, June 22, 2022
10:00am - 11:00am PT
9

Episode 9: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, June 22, 2022
10:00am - 11:00am PT
10

Episode 10: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes

AWS Power Hour: Advanced Networking


Join us live on Twitch at twitch.tv/aws for AWS Power Hour: Advanced Networking to learn key concepts you’ll want to know if you’re preparing for the AWS Certified Advanced Networking - Specialty exam. Our hosts will use demonstrations and real world examples to help you learn to design, implement, operate, and secure networks on the AWS Cloud. Stay with us for a 30-minute live forum opportunity to ask your questions and get help from AWS experts.


Friday, October 7, 2022
9:30am – 11:00am PT
1

Episode 1: Network Design

Join us to learn about designing networks on AWS—including AWS Regional resources, on-premises resources, and edge network services—to achieve a design that supports global traffic reliably. This episode will focus on an overview of services and features to use, rather than their configuration or implementation. You’ll learn about high availability, scalability, and DNS.

Instructor: Harrison Sherwin and Chris Woodlief


Friday, October 14, 2022
9:30am – 11:00am PT
2

Episode 2: Network Implementation

In this episode, you’ll learn about implementing routing strategies to support global traffic reliably. We’ll look at routing options with AWS Direct Connect, AWS Transit Gateway, VPC peering, and VPNs.

Instructor: Harrison Sherwin and Chris Woodlief


Friday, October 21, 2022
9:30am – 11:00am PT
3

Episode 3: Network Management & Operation

An observability strategy is key to understanding the health and security of our networks. In this episode, you’ll learn about options like VPC Flow Logs, CloudWatch, Route 53 health checks, and VPC Traffic Mirroring. We’ll wrap-up by discussing how to automate network operations on AWS.

Instructor: Harrison Sherwin and Chris Woodlief


Friday, October 28, 2022
9:30am – 11:00am PT
4

Episode 4: Network Security, Compliance, and Governance

In our final episode, we’ll be focusing on AWS inbound and outbound network security features and services, such as AWS WAF, Shield, and Network Firewall. We’ll also discuss inter- and intra-VPC security features such as security groups, network ACLs, and VPC endpoint policies. And with any time remaining, we’ll wrap-up with network encryption options.

Instructor: Harrison Sherwin and Chris Woodlief


Wednesday, June 22, 2022
10:00am - 11:00am PT
5

Episode 5: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
6

Episode 6: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, June 22, 2022
10:00am - 11:00am PT
7

Episode 7: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, June 22, 2022
10:00am - 11:00am PT
8

Episode 8: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, June 22, 2022
10:00am - 11:00am PT
9

Episode 9: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, June 22, 2022
10:00am - 11:00am PT
10

Episode 10: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes

AWS Power Hour: Machine Learning


Join us live on Twitch at twitch.tv/aws for AWS Power Hour: Machine Learning to learn key concepts you’ll want to know if you’re preparing for the AWS Certified Machine Learning - Specialty exam. Our hosts will use demonstrations and real world examples to help you learn to develop, architect, and run machine learning workloads in the AWS Cloud. Stay with us for a 30-minute live forum opportunity to ask your questions and get help from AWS experts.

Friday, October 7, 2022 
3:00pm - 4:30pm PT
1

Episode 1: Introduction to Machine Learning on AWS

In the first episode of the AWS Power Hour: Machine Learning series, we will introduce you to the AWS Certified Machine Learning - Specialty exam and cover the exam guide. Then, we will go into details about the data engineering phase of machine learning lifecycle on AWS.

Instructor: Fred Graichen and Ivan Kopas


Friday, October 14, 2022 
3:00pm - 4:30pm PT
2

Episode 2: Exploratory Data Analysis

The second episode of AWS Power Hour: Machine Learning will focus on data preparation, feature engineering and visualization techniques on AWS.

Instructor: Fred Graichen and Ivan Kopas


Friday, October 21, 2022 
3:00pm - 4:30pm PT
3

Episode 3: Modeling

Since the modeling domain is 36% of the certification exam, this topic deserves an entire episode to itself! In this episode, you’ll learn about training, hyper-parameter tuning, and model evaluation.

Instructor: Fred Graichen and Ivan Kopas


Friday, October 28, 2022 
3:00pm - 4:30pm PT
4

Episode 4: Security, Operations, and the Certification Exam

In the final episode of AWS Power Hour: Machine Learning, we will discuss best practices to help you deploy secure and resilient machine learning workloads on AWS. Then, we will cover next steps as you continue your journey to become AWS Certified Machine Learning - Specialty.

Instructor: Fred Graichen and Ivan Kopas


Friday, October 7, 2022
10:00am - 11:00am PT
5

Episode 5: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Friday, October 7, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
6

Episode 6: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
7

Episode 7: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
8

Episode 8: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
9

Episode 9: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes


Wednesday, July 27, 2022
10:30am - 11:30am PT / 1:30pm - 2:30pm ET
10

Episode 10: AWS cloud quest - cloud computing essentials

In this episode, Raf Lopes will explain how playing the AWS Cloud Quest game can help you learn fundamental Cloud concepts. Follow along as Raf shows you how to modernize a virtual city’s operations by using cloud solutions. In the first episode, Raf will teach you how to build a dashboard that provides beach wave information while playing Node 1 of the Cloud Practitioner role in Cloud Quest.

Instructor: Rafael “Raf” Lopes