Takeaways from the 2021 AWS Machine Learning Summit Keynotes

Photo by Mario Mesaglio on Unsplash

Machine learning seems to be getting all the interest and hype these days, and some are even saying that it’s going mainstream. There are even dedicated conferences and summits for ML just like the 2021 AWS Machine Learning Summit. For ML to go mainstream, in my perspective, there are still real-world lessons we’ll need to translate ML into production for businesses, and I was hoping to get some takeaways from this summit. I listed here some parts that made the most impact on me. Hopefully, you’ll find these useful when you are planning to apply ML:

Key takeaways from the SageMaker Talk in the 2021 AWS Summit Online Australia and New Zealand

Photo by Alina on Unsplash

Presented here are some of the key takeaways and my thoughts on the talk Using reinforcement learning to solve business problems that first appeared in the 2021 AWS Summit Online Australia and New Zealand. Overall, I found the 3 questions and 4 steps in deploying RL to production helpful for thinking about business problems. These concepts are also not just limited to the AWS SageMaker service.


Even at the start, the speaker mentioned two things that I couldn’t agree more:

Learning to plan for testability using Go’s interfaces and built-in error handling

Photo by Boston Public Library on Unsplash

The article about Golang test-driven development would have introduced you to the basic concepts for creating unit tests in Go. This time, you now want to learn more about testing practices such as mocking and error handling. If this sounds like you, well you’re in the right place. By the end of this tutorial, hopefully, you would have learned the following:

Learning the basics of Go with a test-driven development approach

Photo by Ross Sneddon on Unsplash

Go, also known as Golang, is an open-source programming language that could match your business usecase especially if you are prioritizing built-in error-handling and speed. To increase the overall system quality and avoid defects, it’s also important to emphasize the tests for your go modules. Well, there are different approaches to Go testing but what we’d like to demonstrate is a way that’s familiar for developers in Python or Typescript using the testify library. The first thing you’ll notice when you use the testify library is how it is almost…

Updated with notes for accounts with 2FA and Personal Access Tokens

Photo by Yung Chang on Unsplash

So, you have multiple GitHub accounts. One for personal repos and at least one for your work repos. Changing projects whether for personal or for work happens often and you just want to have a quick single reference on what to check and change before you make signed commits and push. In addition, you’d like it to work for accounts with two factor authentication (2FA) and personal access tokens. Well, this article should provide that rundown.

I am pretty sure that there are multiple articles and forums mentioning what…

Quick alternative to your handy omit

Photo by Kunj Parekh on Unsplash

_.omit() is the oh so handy function that lets you create an object that "exclude" properties from an object instead of explicity "including" all the other properties. But it is now being deprecated in Lodash 5 and probably for the better. For deep dive on the reason why it's being removed, I would suggest Dempsey's article.

Here’s a summary: performance, performance, performance. For example, the Semantic UI React team notice about 12000x improvement (yes, you counted those zeroes right, 12 thousand) for render times.

I’m listing here a quick alternative thanks to object destructuring…

Reusing and Refactoring the React Semantic UI Homepage Layout Template

Photo by Maksym Kaharlytskyi on Unsplash

You’ve finally decided to have a go at learning ReactJS and would like to see a pathway for you to build your own react app in no time. There are different approaches and levels for your learning React journey but I did notice a gap from the usually recommended ones. This article will help address that missing link by providing an “unstructured template” example to help you fast track building your own React app from scratch that’s easy to maintain.

A quick guide with numerical examples

Photo by Robert Ruggiero on Unsplash

We’ll start by introducing a preview of what optimization is and some of its special forms including optimization with recourse. We’ll then have a quick formulation and a numerical example. By the end of the tutorial, hopefully you’ll get a sense of why optimization with recourse can be a useful tool for stochastic use cases and how optimization with recourse is different from the usual averaging methods like mean and weighted average.

Optimization Basics

Optimization has been a key tool for efficiently allocating limited resources for a given problem scenario. The standard mathematical program provides a set of decisions usually for a…

Planning your AWS certification, study tips and materials

Photo by Green Chameleon on Unsplash

Why take AWS Certifications?

AWS certfications generally should help distinguish yourself when looking for a new job or improve the chances of career progression as the AWS exams are some of the most recognized if not the most sought after cloud certifications.

Certifications would also help the company you’re affiliated with as these highlight the company’s cloud professionals. If the company is part or plan to be part of the AWS partner network, a number of cloud certifications will help meet the partner status criteria.

Actually, I think just gaining a better understanding of cloud computing in the preparation for the exam is worth…

William Infante

R&D Engineer

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store