Changelog Master Feed

Production ML systems include more than just the model. In these complicated systems, how do you ensure quality over time, especially when you are constantly updating your infrastructure, data and models? Tania Allard joins us to discuss the ins and outs of testing ML systems. Among other things, she presents a simple formula that helps you score your progress towards a robust system and identify problem areas.

Mike McDerment is the founder and CEO of FreshBooks. Believe it or not, Mike became a founder by accident. Like many of us, Mike had an itch that he just had to scratch. One thing led to another and soon enough FreshBooks became a key tool in the belt of many freelancers and agencies looking for an easy way to send invoices and get paid quickly online. We talk through the early days of FreshBooks and how things came to be, why they created a secret competitor to iterate on a bold idea for the future of FreshBooks, and we also cover what keeps Mike excited.

We teamed up with some friends of ours at Heroku to promote the Code-ish podcast so we’re sharing a full-length episode right here in The Changelog’s feed. This episode features Chris Castle with special guests Carol Nichols and Jake Goulding talking about the strengths of the Rust programming language. Learn more and subscribe at heroku.com/podcasts/codeish.

Did you know you can make a device vibrate via a webpage? Neither did we until we popped open Luigi De Rosa’s super cool repo that collects many of the lesser known things browsers can do in 2020. On this episode we hang out on his list and discuss which APIs were surprises to us, which we think are the most useful, which we wish would die in a fire (sorta), and what you might get if you mash up a few of these APIs.

Mireille and Adam dig deeper into empathy as a construct. What key brain structures are involved? How can we better understand empathy to be able to better navigate ourselves and our relationships with others both at home and in the workplace?

In this episode, we’re joined by Kelsey Hightower to discuss the evolution of cloud infrastructure management, the role Kubernetes and its API play in it, and how we, as developers and operators, should be adapting to these changes.

The commercial VPN industry is a minefield to navigate and many open source solutions are a pain to use or ill-suited for the task. Algo VPN, on the other hand, is a self-hosted personal VPN designed for ease of deployment and security. It uses the securest industry standards, builds on rock-solid solutions like WireGuard and Ansible, and runs on an ever-growing list of cloud hosting providers. On this episode Dan Guido –CEO of security firm Trail of Bits and Algo’s creator– joins Jerod to discuss the project in depth.

One of the things people most associate with AI is automation, but how is AI actually shaping automation in manufacturing? Costas Boulis from Bright Machines joins us to talk about how they are using AI in various manufacturing processes and in their “microfactories.” He also discusses the unique challenges of developing AI models based on manufacturing data.

KBall, Divya, Mikeal, and Feross dig deep into refactoring. When to do it, best practices, things to watch out for, and the difference between a refactor and a rewrite. We then close out with some key pro tips.

We teamed up with some friends of ours at Heroku to promote the Code-ish podcast so we’re sharing a full-length episode right here in the Go Time feed. This episode features Johnny Boursiquot (Go Time panelist) on the mic with guests Edward Muller and Rishabh Wason talking about Go at Heroku. Learn more and subscribe at heroku.com/podcasts/codeish.

Welcome to 2020 — on this year’s “State of the ‘log’” episode Jerod and I look back at our favorite moments from 2019 and forward to 2020 and beyond. We talk through our most popular episodes, our personal favorites, our 10-year anniversary, the excitement we have for Brain Science our newest podcast, it’s for the curious! And we also look forward to plans we have for 2020 and the decade to come…

Jaana, Jon, and Mat are joined by John Graham-Cumming, the CTO of Cloudflare, to discuss Go at Cloudflare along with John’s unique involvement in Gordon Brown’s apology to Alan Turing. How did Cloudflare get started with Go? What problems do they use Go for and when to they turn to other languages? And how exactly did John’s petition for an apology to Turing get so popular?

Mireille and Adam discuss goal setting and the different types of goals we set. We reflect on how can you set goals that work for you and measure them. We also talk about how you go about building the behaviors that align with your identity and resistance we face when we do this. We also share our 2020 goal for Brain Science. This is a must-listen episode to get a grounded perspective in planning your goals for this year and decade.

Chris and Daniel talk with Greg Allen, Chief of Strategy and Communications at the U.S. Department of Defense (DoD) Joint Artificial Intelligence Center (JAIC). The mission of the JAIC is “to seize upon the transformative potential of artificial intelligence technology for the benefit of America’s national security… The JAIC is the official focal point of the DoD AI Strategy.” So if you want to understand how the U.S. military thinks about artificial intelligence, then this is the episode for you!

At Node+JS Interactive… the talks are all quite attractive. From transpilation dread… to awesome worker threads. This conf is surely impactive!

Mat, Carmen, and Jon are joined by Dan Scales to talk about Mat’s favorite keyword in Go - defer. Where did the defer statement come from? What problems can it solve? How has it shaped how we write Go code? How are other languages solving similar problems? And what exactly was changed in Go 1.14 to improve the performance of defer?

Wow, 2019 was an amazing year for AI! In this fully connected episode, Chris and Daniel discuss their list of top 5 notable AI things from 2019. They also discuss the “state of AI” at the end of 2019, and they make some predictions for 2020.

Jerod, Divya, Chris, KBall, & Nick ring in the new year with our 2020 predictions, wish lists, & resolutions. Will Chrome’s browser market share decrease? Will Svelte (or a Svelte-alike) continue to trend? Will Jerod finally write some TypeScript?! Listen along and let us know your thoughts on the matters.

Mireille and Adam discuss the role of our thoughts, how they run our lives, and how they make us feel. We talk through alternative ways to think, the power we hold in starving our habitual neural networks, and the ways our thoughts help us to be our best selves. How aware are you of the quality of the soil of your mind?

Gerhard is back for part two of our interviews at KubeCon 2019. Join him as he goes deep on Prometheus with Björn Rabenstein, Ben Kochie, and Frederic Branczyk… Grafana with Tom Wilkie and Ed Welch… and Crossplane with Jared Watts, Marques Johansson, and Dan Mangum. Don’t miss part one with Bryan Liles, Priyanka Sharma, Natasha Woods, & Alexis Richardson.