Remove Experimentation Remove Optimization Remove Software
article thumbnail

Escaping POC Purgatory: Evaluation-Driven Development for AI Systems

O'Reilly on Data

Most teams approach this like traditional software development but quickly discover it’s a fundamentally different beast. Check out the graph belowsee how excitement for traditional software builds steadily while GenAI starts with a flashy demo and then hits a wall of challenges? Whats worse: Inputs are rarely exactly the same.

Testing 174
article thumbnail

Practical Skills for The AI Product Manager

O'Reilly on Data

This role includes everything a traditional PM does, but also requires an operational understanding of machine learning software development, along with a realistic view of its capabilities and limitations. Experimentation: It’s just not possible to create a product by building, evaluating, and deploying a single model.

Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

MLOps and DevOps: Why Data Makes It Different

O'Reilly on Data

This is both frustrating for companies that would prefer making ML an ordinary, fuss-free value-generating function like software engineering, as well as exciting for vendors who see the opportunity to create buzz around a new category of enterprise software. All ML projects are software projects.

IT 363
article thumbnail

Gartner projects major IT spending increases for 2025

CIO Business Intelligence

in 2025, but software spending — four times larger than the data center segment — will grow by 14% next year, to $1.24 The software spending increases will be driven by several factors, including price increases, expanding license bases, and some AI investments , says John Lovelock, distinguished vice president analyst at Gartner. “We

IT 133
article thumbnail

Amazing Data-Driven Software Applications Revolutionizing Inventory Optimization

Smart Data Collective

One of the most important applications of big data technology lies with inventory management and optimization. Understanding the Best Data-Driven Inventory Optimization Applications for the Coming Year. This is the best inventory optimization software for 2021, according to the latest research updated in December 2020 by Business.org.

article thumbnail

9 IT resolutions for 2025

CIO Business Intelligence

Kenney plans to partner with commercial off-the-shelf software providers to facilitate a proof-of-concept of their out-of-the-box functionality. Ronda Cilsick, CIO of software company Deltek, is aiming to do just that. Its more about optimizing and maximizing the value were getting out of gen AI, she says.

IT 140
article thumbnail

Companies to shift AI goals in 2025 — with setbacks inevitable, Forrester predicts

CIO Business Intelligence

As they look to operationalize lessons learned through experimentation, they will deliver short-term wins and successfully play the gen AI — and other emerging tech — long game,” Leaver said. AI-driven software development hits snags Gen AI is becoming a pervasive force in all phases of software delivery.

ROI 127