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

Denne episoden er hentet fra en åpen RSS-feed og er ikke publisert av Podme. Den kan derfor inneholde annonser.

Episoder(100)

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 Jul 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 Jul 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 Jun 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 Jun 39min

What is spec-driven development?

What is spec-driven development?

Semantic diffusion, combined with the pace of technology change, makes talking about AI-adjacent practices and techniques incredibly diffficult. There are few better examples of this issue than the te...

28 Mai 45min

What is harness engineering?

What is harness engineering?

'Harness engineering' is one of the most significant terms to emerge in software engineering in 2026. Broadly referring to the work done to control unpredictable AI agents and coding assistants, its u...

14 Mai 40min

Anthropic Mythos: Hype, reality and the actual security implications

Anthropic Mythos: Hype, reality and the actual security implications

Anthropic Mythos garnered significant attention when it was launched in mid-April 2026. Yet despite it apparently presenting an unprecedented threat to global software, you don't have to look to close...

30 Apr 48min

Populært innen Business og økonomi

stopp-verden
dine-penger-pengeradet
e24-podden
lydartikler-fra-aftenposten
rss-borsmorgen-okonominyhetene
rss-penger-polser-og-politikk
rss-skravla-gar
pengepodden-2
rss-pa-konto
utbytte
liberal-halvtime
morgenkaffen-med-finansavisen
lederpodden
livet-pa-veien-med-jan-erik-larssen
tid-er-penger-en-podcast-med-peter-warren
okonomiamatorene
rss-kron-podden
stockup
rss-markedspuls-2
pengesnakk