Building at the intersection of machine learning and software engineering

Building at the intersection of machine learning and software engineering

Bringing machine learning models into production is challenging. This is why, as demand for machine learning capabilities in products and services increases, new kinds of teams and new ways of working are emerging to bridge the gap between data science and software engineering. Effective Machine Learning Teams — written by Thoughtworkers David Tan, Ada Leung and Dave Colls — was created to help practitioners get to grips with these challenges and master everything needed to deliver exceptional machine learning-backed products.

In this episode of the Technology Podcast, the authors join Scott Shaw and Ken Mugrage to discuss their book. They explain how it addresses current issues in the field, taking in everything from the technical challenges of testing and deployment to the cultural work of building teams that span different disciplines and areas of expertise.

Learn more about Effective Machine Learning Teams: https://www.thoughtworks.com/insights/books/effective-machine-learning-teams

Read a Q&A with the authors: https://www.thoughtworks.com/insights/blog/machine-learning-and-ai/author-q-and-a-effective-machine-learning-teams

Det här avsnittet är hämtat från ett öppet RSS-flöde och publiceras inte av Podme. Det kan innehålla reklam.

Avsnitt(100)

Rethinking the software development process for an era of specs and AI agents

Rethinking the software development process for an era of specs and AI agents

The agentic era of software engineering began almost a year ago. And while much has changed in 2026, there's still a lot that hasn't been settled. One of the most important issues is how teams should ...

17 Sep 38min

Open-weight models: What are they and when should you use them?

Open-weight models: What are they and when should you use them?

We've seen a huge amount of increase in interest around open-weight models in 2026. The reasons for this are multifaceted, ranging from the switch to per token billing, the evolving privacy landscape ...

3 Sep 39min

AI-generated code: What has to be true for us to trust it without looking at it?

AI-generated code: What has to be true for us to trust it without looking at it?

We've been thinking a lot recently about the status of code in a world where it's increasingly written and read by AI. Could the spec, for instance, become the primary way we interface with software s...

20 Aug 43min

Scaling the enterprise harness: How to achieve AI agent controllability across an organization

Scaling the enterprise harness: How to achieve AI agent controllability across an organization

Harness engineering is still a new concept, but already we've noticed a challenge being consistently faced by technology leaders: how can a harness be used at scale across an organization to ensure co...

6 Aug 45min

Embracing hybrid AI: How Lenovo is leveraging local, on-device AI

Embracing hybrid AI: How Lenovo is leveraging local, on-device AI

Cloud was one of the main drivers of the early waves of AI adoption. However, as AI has become more and more embedded in systems and devices — in both consumer and enterprise contexts — it's becoming ...

23 Juli 30min

What does the future of software engineering look like?

What does the future of software engineering look like?

At the end of June, Thoughtworks and Martin Fowler convened an unconference-style event in Switzerland with a range of industry leaders. The aim was to reflect on the current challenges and learning a...

9 Juli 46min

What is code?

What is code?

What is code? It might sound obvious, but if you scratch the surface it becomes more difficult to articulate precisely what we mean. AI is complicating the picture further and changing the relationshi...

25 Juni 40min

Database branching: Overcoming the bottlenecks of shared database environments

Database branching: Overcoming the bottlenecks of shared database environments

Database branching has, for a long time, been a troublesome piece in the modern developer workflow puzzle: a good idea in principle but in practice a slow and often expensive challenge. Get it right a...

11 Juni 39min

Populärt inom Business & ekonomi

framgangspodden
varvet
rss-jossan-nina
badfluence
24fragor
rss-borsens-finest
avanzapodden
svd-tech-brief
uppgang-och-fall
rss-inga-dumma-fragor-om-pengar
rss-kort-lang-analyspodden-fran-di
tabberaset
lastbilspodden
fill-or-kill
rss-dagen-med-di
rikatillsammans-om-privatekonomi-rikedom-i-livet
rss-veckans-trade
rss-wallnor-pm
borsmorgon
bathina-en-podcast