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An overview of how the InfoQ editorial team sees the AI, ML, and Data Engineering topic evolving in 2021. Topics discussed are deep learning, edge deployment of machine learning algorithms, commercial robot platforms, GPU and CUDA programming, natural language processing and GPT-3, MLOps, and AutoML.

Read a transcript of this interview: https://bit.ly/3xF0MGJ

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Transcript

AI, ML and Data Engineering InfoQ Trends Report - August 2021

Dr. Rosaria Silipo is currently the head of data science evangelism at KNIME, spelled KNIME, the open-source data analytics platform. She is the author of 50+ technical publications, including books like “Codeless Deep Learning with KNIME,” “Practicing Data Science: A Collection of Case Studies” and “Guide to Intelligent Data Science.” She holds a doctorate degree in bioengineering and has spent more than 25 years working on data science projects for companies in a broad range of fields, including IoT, customer intelligence, financial services and cybersecurity. She also launched “Data Science Pronto!” 1-3 minute video explanations of data science concepts.

Read a transcript of this interview:  https://bit.ly/3Do4BD9

Subscribe to our newsletters:
- The InfoQ weekly newsletter: bit.ly/24x3IVq
- The Software Architects’ Newsletter [monthly]: https://www.infoq.com/software-architects-newsletter/

Upcoming Virtual Events - https://events.infoq.com/

InfoQ Live:
https://live.infoq.com/
- October 19, 2021

QCon Plus online conference:
https://plus.qconferences.com/
- November 1-12, 2021

Follow InfoQ:
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Rosaria Silipo on Codeless Deep Learning and Visual Programming

On this episode of the InfoQ Podcast, Thomas Betts talks with Maxime Lamothe-Brassard about cybersecurity. Understanding security is very similar to understanding software architecture, with general concepts applicable to everyone, and specific needs that depend on your situation. The discussion covers roles and responsibilities, DevSecOps, and the current and future state of cloud-native security.

Read a transcript of this interview: https://bit.ly/3qXEDTy

Subscribe to our newsletters:
- The InfoQ weekly newsletter: www.infoq.com/news/InfoQ-Newsletter/
- The Software Architects’ Newsletter [monthly]: www.infoq.com/software-architects-newsletter/

Upcoming Virtual Events - events.infoq.com/

QCon London:
https://qconlondon.com/
- April 4-6, 2022 / London, UK

QCon Plus: 
https://plus.qconferences.com/
- May 10-20, 2022
- Nov 29 - Dec 9, 2022

QCon San Francisco
https://qconsf.com/
- Oct 24-28, 2022

InfoQ Live:
https://live.infoq.com/
- Feb 22, 2022
- June 21, 2022
- July 19, 2022
- August 23, 2022

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Cyber Security with Maxime Lamothe-Brassard

This is a re-post from March 2021.

In this podcast Matthew Clark, Head Of Architecture for the BBC's Digital Products, sat down with InfoQ podcast co-host Charles Humble and discussed: the new architecture for the BBC’s online services; the challenges of using Lambda functions including cold start-up, function chaining, debugging and setting the memory profile; the role of DevOps and CI/CD; and the nature of a cloud transformation.

You can read the transcript here: https://bit.ly/3tfmySn

Subscribe to our newsletters:
- The InfoQ weekly newsletter: https://bit.ly/24x3IVq
- The Software Architects’ Newsletter [monthly]: https://www.infoq.com/software-architects-newsletter/

Upcoming Events:

QCon London:
https://qconlondon.com/
- April 4-6, 2022
- March 26-31, 2023

QCon Plus online: 
https://plus.qconferences.com/
- May 10-20, 2022
- Nov 29 - Dec 9, 2022

QCon San Francisco:
https://qconsf.com/
- Oct 24-28, 2022
- Oct 2-6, 2023

InfoQ Live:
https://live.infoq.com/
- June 21, 2022
- July 19, 2022
- August 23, 2022

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Matthew Clark on the BBC’s Migration from LAMP to the Cloud with AWS Lambda, React and CI/CD

Each year, InfoQ editors discuss what we’ve been observing across the entire software development landscape, and create several trends reports, each with its own graph of the adoption curve. This helps the editorial team focus its reporting on innovative technologies and ideas, and also provides our readers with a high-level overview of topics to keep an eye on.

You can read the transcript here: https://bit.ly/3uHJf16

Subscribe to our newsletters:
- The InfoQ weekly newsletter: https://bit.ly/24x3IVq
- The Software Architects’ Newsletter [monthly]: https://www.infoq.com/software-architects-newsletter/

Upcoming Events:

QCon Plus online: 
https://plus.qconferences.com/
- May 10-20, 2022
- Nov 29 - Dec 9, 2022

QCon San Francisco:
https://qconsf.com/
- Oct 24-28, 2022
- Oct 2-6, 2023

InfoQ Live:
https://live.infoq.com/
- June 21, 2022
- July 19, 2022
- August 23, 2022

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The InfoQ Podcast - 2022 InfoQ Software Architecture & Design Trends

Implementing microservices is really challenging, and there are many ways to fail. Holly Cummins has identified seven ways to fail at microservices, and on this episode of the podcast Thomas Betts asks her to describe them, and how they can be avoided.

Read a transcript of this interview:  https://bit.ly/3KX9B5k

Subscribe to our newsletters:
- The InfoQ weekly newsletter: https://bit.ly/24x3IVq
- The Software Architects’ Newsletter [monthly]: https://www.infoq.com/software-architects-newsletter/

Upcoming Events:

QCon San Francisco:
https://qconsf.com/
- Oct 24-28, 2022
- Oct 2-6, 2023

InfoQ Live:
https://live.infoq.com/
- June 21, 2022
- July 19, 2022
- August 23, 2022

QCon Plus online: 
https://plus.qconferences.com/
- Nov 29 - Dec 9, 2022

QCon London 
https://qconlondon.com/
- March 26-31, 2023

Follow InfoQ:
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Seven Ways to Fail at Microservices with Holly Cummins

Jonas Bonér, CTO of LightBend and creator Akka, discusses using Akka when developing distributed systems. He talks about the Actor Model, and how every Microservice needs to be viewed as a system to be successful. 

Why listen to this podcast:

 - Akka is JVM-based framework design for developing distributed systems leveraging the Actor Model - an approach for writing concurrent systems that treat actors as universal primitives and the most successful model with abstraction has been streaming
 - Circuit breakers in Akka are a backup and retry policy; they protect you by capturing failure data and allow you to roll back 
 - Every Microservice needs to be viewed as a system, it needs to have multiple parts that run on different machines in order to function and be fully resilient - thus is a Microsystem
 - Two different trends have emerged when it comes to hardware and environments: one is the trend toward Multi-core, the is a movement toward virtualized environments and the cloud
 - Saga pattern of managing long running transactions in a distributed system fits very well with messaging style architectures

Notes and links can be found on: http://bit.ly/2kwB2eB

Akka
The Actor Model
When Akka and the Actor Model is the perfect choice
Circuit breakers patterns in distributed systems
Two trends toward Multi-core
Reactive Manifesto
Event Driven vs. Message Driven
Reactive Programming and Streams
Microliths to Microsystems
What do you have to get right before you start trying to deploy a distributed systems?
Working with ML / AI at Lightbend to understand tracing through distributed system
Saga Pattern

More on this:
Quick scan our curated show notes on InfoQ http://bit.ly/2kwB2eB

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Show Notes

Jonas Bonér on the Actor Model, Akka, Reactive Programming, Microservices and Distributed Systems

Software engineers, architects and team leads have found inspiration to drive change and innovation in their team by listening to the weekly InfoQ Podcast. They have received essential information that helped them validate their software development map. We have achieved that by interviewing some of the top CTOs, engineers and technology directors from companies like Uber, Netflix and more. Over 1,200,000 downloads in the last 3 years.

Rosaria Silipo on Codeless Deep Learning and Visual Programming

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