Francesco Pochetti, Senior Machine Language Engineer at Bolt, dives deep into ML tools on AWS, such as NVIDIA Triton and TensorRT, improving processing time for Computer Vision. He also covers Amazon SageMaker, deploying ML models using Docker, and the importance of understanding the business problem when developing a machine learning model.

Francesco Pochetti, Senior Machine Language Engineer at Bolt and an AWS Machine Learning Hero, discusses his transition from chemist to computer vision engineer, the value of diverse learning in machine learning, and challenges of computer vision on AWS such as face matching and OCR. They also cover topics like network bandwidth challenges, deploying models on SageMaker, optimizing neural networks, and face blurring for privacy.

In part two, Dave and Emily continue their chat with Matty Stratton. If you missed it, please listen to part one of this conversation in Episode 043. Matt is a Staff Developer Advocate at Pulumi, founder and co-host of the popular Arrested DevOps podcast, and the global chair of the DevOpsDays set of conferences. He is a well-known international speaker and brings over 20 years of IT Operations experience. Matt recants the early days of DevOps, shares more tech history, and offers an exciting look at what is yet to come for the industry. Matt on Twitter: https://twitter.com/mattstratton Emily on Twitter: https://twitter.com/editingemily Dave on Twitter: https://twitter.com/thedavedev Matt’s Website: https://matty.wtf/ Matt’s Podcast – Arrested DevOps: https://www.arresteddevops.com Matt on Twitch – DevOps Party Games: https://www.twitch.tv/devopspartygames Matt on LinkedIn: https://www.linkedin.com/in/mattstratton/ Matt’s Presentations and Upcoming Speaking Events: https://speaking.mattstratton.com/ Subscribe: Amazon Music: https://music.amazon.com/podcasts/f8bf7630-2521-4b40-be90-c46a9222c159/aws-developers-podcast Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669 Google Podcasts: https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5zb3VuZGNsb3VkLmNvbS91c2Vycy9zb3VuZGNsb3VkOnVzZXJzOjk5NDM2MzU0OS9zb3VuZHMucnNz Spotify: https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI TuneIn: https://tunein.com/podcasts/Technology-Podcasts/AWS-Developers-Podcast-p1461814/ RSS Feed: https://feeds.soundcloud

In this episode, Dave and Emily chat with Matty Stratton. Matt is a Staff Developer Advocate at Pulumi, founder and co-host of the popular Arrested DevOps podcast, and the global chair of the DevOpsDays set of conferences. He is a well-known international speaker and brings over 20 years of IT Operations experience. Matt walks through his journey to the cloud, the early days of DevOps, the creation of DevOps days, and thought stuff on the current state of DevOps. Matt on Twitter: https://twitter.com/mattstratton Emily on Twitter: https://twitter.com/editingemily Dave on Twitter: https://twitter.com/thedavedev Matt’s Website: https://matty.wtf/ Matt’s Podcast – Arrested DevOps: https://www.arresteddevops.com Matt on Twitch – DevOps Party Games: https://www.twitch.tv/devopspartygames Matt on LinkedIn: https://www.linkedin.com/in/mattstratton/ Matt’s Upcoming Speaking Events: https://speaking.mattstratton.com/ Subscribe: Amazon Music: https://music.amazon.com/podcasts/f8bf7630-2521-4b40-be90-c46a9222c159/aws-developers-podcast Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669 Google Podcasts: https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5zb3VuZGNsb3VkLmNvbS91c2Vycy9zb3VuZGNsb3VkOnVzZXJzOjk5NDM2MzU0OS9zb3VuZHMucnNz Spotify: https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI TuneIn: https://tunein.com/podcasts/Technology-Podcasts/AWS-Developers-Podcast-p1461814/ RSS Feed: https://feeds.soundcloud

In this episode, Dave and Emily chat with Lynn Langit, a Cloud Architect, Teacher, and AWS Data Hero. Lynn walks through her journey to the cloud, understanding the need for different types of data, gives an excellent overview of the different AWS Data Services, and how you can get started choosing the right one for your needs. Lynn on Twitter: https://twitter.com/lynnlangit Emily on Twitter: https://twitter.com/editingemily Dave on Twitter: https://twitter.com/thedavedev Lynn on LinkedIn: https://www.linkedin.com/in/lynnlangit/ Lynn’s Blog: https://lynnlangit.com/ Lynn on Medium: https://lynnlangit.medium.com/ Lynn’s AWS Data Hero Profile: https://aws.amazon.com/developer/community/heroes/lynn-langit/ [Training] Lynn’s AWS Data Services LinkedIn Learning Course: https://www.linkedin.com/learning/amazon-web-services-data-services-2/scalable-data-solutions-on-aws [Git] Lynn’s AWS Data Services Course on Github: https://github.com/lynnlangit/Hello-AWS-Data-Services [Git] AWS Open Guide on GitHub: https://github.com/open-guides/og-aws [Medium] Cloud-native Hello World for Bioinformatics: https://lynnlangit.medium.com/cloud-native-hello-world-for-bioinformatics-9cfabf2dd389 [Book] Seven Databases in Seven Weeks: A Guide to Modern Databases and the NoSQL Movement: https://www.amazon.com/Seven-Databases-Weeks-Modern-Movement-ebook-dp-B07CYLX6FD/dp/B07CYLX6FD [AWS Service] Amazon HealthLake: https://aws.amazon.com/healthlake/ [AWS Service] AWS Timestream: https://aws.amazon.com/timestream [Training] Lynn’s Course on Cloud Quantum Computing Essentials: https://www.linkedin.com/learning/cloud-quantum-computing-essentials/creating-solutions-with-cloud-quantum-computing Subscribe: Amazon Music: https://music.amazon.com/podcasts/f8bf7630-2521-4b40-be90-c46a9222c159/aws-developers-podcast Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669 Google Podcasts: https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5zb3VuZGNsb3VkLmNvbS91c2Vycy9zb3VuZGNsb3VkOnVzZXJzOjk5NDM2MzU0OS9zb3VuZHMucnNz Spotify: https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI TuneIn: https://tunein.com/podcasts/Technology-Podcasts/AWS-Developers-Podcast-p1461814/ RSS Feed: https://feeds.soundcloud.com/users/soundcloud:users:994363549/sounds.rss

Continuing their conversation from Episode 40, Dave chats with Matteo Rinaudo, a Senior Developer Advocate for AWS CloudFormation (CFN). Matteo dives deeper into CloudFormation, walks through the CloudFormation Hook GitHub repo, and discusses real world advice on how to code with CloudFormation today. Matteo on Twitter: https://twitter.com/mrinaudo Dave on Twitter: https://twitter.com/thedavedev AWS CloudFormation: https://go.aws/3zgjyZ7 AWS CloudFormation CLI: https://go.aws/3Mi7Ujw AWS CloudFormation Quotas: https://go.aws/3ayBa8l AWS CloudFormation Hooks User Guide: https://go.aws/3NTZeRo CloudFormation Hooks Examples: https://bit.ly/3Q2s6Zy Additional CloudFormation Hooks Java and Python Examples: https://bit.ly/3MgI4fC Flake8 for Python Style Guide Enforcement: https://flake8.pycqa.org/ Subscribe: Amazon Music: https://music.amazon.com/podcasts/f8bf7630-2521-4b40-be90-c46a9222c159/aws-developers-podcast Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669 Google Podcasts: https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5zb3VuZGNsb3VkLmNvbS91c2Vycy9zb3VuZGNsb3VkOnVzZXJzOjk5NDM2MzU0OS9zb3VuZHMucnNz Spotify: https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI TuneIn: https://tunein.com/podcasts/Technology-Podcasts/AWS-Developers-Podcast-p1461814/ RSS Feed: https://feeds.soundcloud.com/users/soundcloud:users:994363549/sounds.rss

In this episode, Dave chats with Matteo Rinaudo, a Senior Developer Advocate for AWS CloudFormation (CFN). Matteo walks through his career start, the beginnings of Infrastructure as Code (IaC), why CloudFormation is useful for developers, and the recent launch of CloudFormation Hooks. CloudFormation Hooks is a new way to create executable custom logic that will automatically inspect your cloud resources before provisioning. Matteo on Twitter: https://twitter.com/mrinaudo Dave on Twitter: https://twitter.com/thedavedev AWS CloudFormation: https://go.aws/3zgjyZ7 AWS CloudFormation CLI: https://go.aws/3Mi7Ujw AWS CloudFormation Quotas: https://go.aws/3ayBa8l AWS CloudFormation Hooks User Guide: https://go.aws/3NTZeRo CloudFormation Hooks Examples: https://bit.ly/3Q2s6Zy Additional CloudFormation Hooks Java and Python Examples: https://bit.ly/3MgI4fC Flake8 for Python Style Guide Enforcement: https://flake8.pycqa.org/ Subscribe: Amazon Music: https://music.amazon.com/podcasts/f8bf7630-2521-4b40-be90-c46a9222c159/aws-developers-podcast Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669 Google Podcasts: https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5zb3VuZGNsb3VkLmNvbS91c2Vycy9zb3VuZGNsb3VkOnVzZXJzOjk5NDM2MzU0OS9zb3VuZHMucnNz Spotify: https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI TuneIn: https://tunein.com/podcasts/Technology-Podcasts/AWS-Developers-Podcast-p1461814/ RSS Feed: https://feeds.soundcloud.com/users/soundcloud:users:994363549/sounds.rss

In this episode, Emily and Dave chat with Talia Nassi, a Senior Developer Advocate for AWS Serverless. Talia covers her cloud career, Q&A, and the oddly effective method of testing in production. One of Talia’s passions is EDA, or Event Driven Architecture. In this chat, Talia walks through the different event driven AWS services developers can utilize, when to choose one over the other, and how best to get started. Talia on Twitter: https://twitter.com/talia_nassi Emily on Twitter: twitter.com/editingemily Dave on Twitter: twitter.com/thedavedev Talia at AWS re:Invent 2021 - What’s New in Serverless: https://bit.ly/3sXv1cc Talia on the Benefits of Migrating to an Event Driven Architecture: https://go.aws/3LVU0Dr AWS Serverless Land – News for Developers on All the Serverless Things: https://serverlessland.com/ Amazon Event Bridge: https://aws.amazon.com/eventbridge/ AWS Compute Blog: https://aws.amazon.com/blogs/compute/ Serverless Espresso Workshop: https://bit.ly/3PHKfMp Subscribe: Amazon Music: https://music.amazon.com/podcasts/f8bf7630-2521-4b40-be90-c46a9222c159/aws-developers-podcast Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669 Google Podcasts: https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5zb3VuZGNsb3VkLmNvbS91c2Vycy9zb3VuZGNsb3VkOnVzZXJzOjk5NDM2MzU0OS9zb3VuZHMucnNz Spotify: https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI TuneIn: https://tunein.com/podcasts/Technology-Podcasts/AWS-Developers-Podcast-p1461814/ RSS Feed: https://feeds.soundcloud.com/users/soundcloud:users:994363549/sounds.rss

In this episode, Emily and Dave continue their chat with Darko Mesaros, Senior Developer Advocate at Amazon Web Services. In part two of this two-part series, Darko talks about his command line setup, some of the tools he uses, and tips for a productive developer environment. Part 1 is available as Episode 037. Darko on Twitter: twitter.com/darkosubotica Emily on Twitter: twitter.com/editingemily Dave on Twitter: twitter.com/thedavedev Darko on LinkedIn: https://www.linkedin.com/in/darko-mesaro%C5%A1-02b66622/ Darko’s Website: https://www.rup12.net/ Darko on GitHub: https://github.com/darko-mesaros Darko on Getting Started with AWS CLI: https://www.youtube.com/watch?v=9gg0AyLhEHM Darko on Getting and restoring a Sun Ultra 1 Workstation: https://www.rup12.net/posts/2021/adventures-with-sun-ultra-1-workstation/ Lolcats – rainbow output in terminal: https://www.tecmint.com/lolcat-command-to-output-rainbow-of-colors-in-linux-terminal/ Simple PlainText Presentation Tool: https://tools.suckless.org/sent/ Arch Linux: https://archlinux.org/ Zshell: https://zsh.sourceforge.io/ VIM: https://en.wikipedia.org/wiki/Vim_(text_editor) Atari 2600: https://en.wikipedia.org/wiki/Atari_2600 Commodore C64c: https://en.wikipedia.org/wiki/Commodore_64#Commodore_64C Hayes Command Sets: https://en.wikipedia.org/wiki/Hayes_command_set Hayes Smart Modem: https://en.wikipedia.org/wiki/Hayes_Microcomputer_Products#The_Smartmodem AWS CLI: https://aws.amazon.com/cli/ AWS Cloud Development Kit: https://aws.amazon.com/cdk/ AWS Cloud Formation: https://aws.amazon.com/cloudformation/ AWS SDK - Multiple Programming Languages: https://aws.amazon.com/getting-started/tools-sdks/ Subscribe: Amazon Music: https://music.amazon.com/podcasts/f8bf7630-2521-4b40-be90-c46a9222c159/aws-developers-podcast Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669 Google Podcasts: https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5zb3VuZGNsb3VkLmNvbS91c2Vycy9zb3VuZGNsb3VkOnVzZXJzOjk5NDM2MzU0OS9zb3VuZHMucnNz Spotify: https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI TuneIn: https://tunein.com/podcasts/Technology-Podcasts/AWS-Developers-Podcast-p1461814/ RSS Feed: https://feeds.soundcloud.com/users/soundcloud:users:994363549/sounds.rss

In this episode, Emily and Dave chat with Darko Mesaros, Senior Developer Advocate at Amazon Web Services. In part one of this two-part series, Darko talks about growing up in Serbia, his journey to the cloud, his love of vintage computers, and the power of coding within limited hardware constraints. Darko on Twitter: twitter.com/darkosubotica Emily on Twitter: twitter.com/editingemily Dave on Twitter: twitter.com/thedavedev Darko on LinkedIn: https://www.linkedin.com/in/darko-mesaro%C5%A1-02b66622/ Darko’s Website: https://www.rup12.net/ Darko on GitHub: https://github.com/darko-mesaros Darko on Getting Started with AWS CLI: https://www.youtube.com/watch?v=9gg0AyLhEHM Darko on Getting and restoring a Sun Ultra 1 Workstation: https://www.rup12.net/posts/2021/adventures-with-sun-ultra-1-workstation/ Lolcats – rainbow output in terminal: https://www.tecmint.com/lolcat-command-to-output-rainbow-of-colors-in-linux-terminal/ Simple PlainText Presentation Tool: https://tools.suckless.org/sent/ Arch Linux: https://archlinux.org/ Zshell: https://zsh.sourceforge.io/ VIM: https://en.wikipedia.org/wiki/Vim_(text_editor) Atari 2600: https://en.wikipedia.org/wiki/Atari_2600 Commodore C64c: https://en.wikipedia.org/wiki/Commodore_64#Commodore_64C Hayes Command Sets: https://en.wikipedia.org/wiki/Hayes_command_set Hayes Smart Modem: https://en.wikipedia.org/wiki/Hayes_Microcomputer_Products#The_Smartmodem AWS CLI: https://aws.amazon.com/cli/ AWS Cloud Development Kit: https://aws.amazon.com/cdk/ AWS Cloud Formation: https://aws.amazon.com/cloudformation/ AWS SDK - Multiple Programming Languages: https://aws.amazon.com/getting-started/tools-sdks/ Subscribe: Amazon Music: https://music.amazon.com/podcasts/f8bf7630-2521-4b40-be90-c46a9222c159/aws-developers-podcast Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669 Google Podcasts: https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5zb3VuZGNsb3VkLmNvbS91c2Vycy9zb3VuZGNsb3VkOnVzZXJzOjk5NDM2MzU0OS9zb3VuZHMucnNz Spotify: https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI TuneIn: https://tunein.com/podcasts/Technology-Podcasts/AWS-Developers-Podcast-p1461814/ RSS Feed: https://feeds.soundcloud.com/users/soundcloud:users:994363549/sounds.rss