article thumbnail

Reinforcement Learning for Budget Constrained Recommendations

Netflix Tech

by Ehtsham Elahi with James McInerney , Nathan Kallus , Dario Garcia Garcia and Justin Basilico Introduction This writeup is about using reinforcement learning to construct an optimal list of recommendations when the user has a finite time budget to make a decision from the list of recommendations.

Budget 74
article thumbnail

10 highest-paying IT jobs

CIO

Solutions architect Solutions architects are responsible for building, developing, and implementing systems architecture within an organization, ensuring that they meet business or customer needs. They’re also charged with assessing a business’ current system architecture, and identifying solutions to improve, change, and modernize it.

Insiders

Sign Up for our Newsletter

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

article thumbnail

10 digital transformation roadblocks — and 5 tips for overcoming them

CIO

5, Insufficient budget Digital transformation can be expensive, and executive leadership teams that do not allocate enough budget to the initiative may struggle to succeed. This may require hiring outside experts and/or investing in training and development for existing staff.

article thumbnail

What IT executives are saying about vendor consolidation

CIO

While there is little doubt that companies have been cutting back on expenses generally in response to economic uncertainty, startups in particular have been feeling the pain of contracting budgets and reluctant investors. When we asked what’s driving that consolidation, finance-driven reasons were close to – but not at – the top.

article thumbnail

5 tips for startup partnership success

CIO

Don’t make the startup guess,” says Mathieu, adding that CIOs should provide clarity around budgets and approval processes in particular. CIOs with a systems architectural background understand the appeal and value of composable building blocks and architectures. Joanne Friedman, PhD.,

article thumbnail

Need Business Agility? Boost Your IT Capabilities!

Xebia

Security controls are built into the system architecture. Shake each other’s hands and stop seeing IT as a line item in your budget. “Always secure” refers to the idea that security should not be seen as a last resort but instead integrated into the development process. Go and embrace your IT manager.

Agile 130
article thumbnail

Engineering to Improve Marketing Effectiveness (Part 3)?—?Scaling Paid Media campaigns

Netflix Tech

Lifecycle of a paid media campaign This blog will focus mainly on the campaign management and ad budget optimization systems. Campaign Management System First some terminology for those less familiar with this space. Budget : is the spend that is associated with a campaign. videos ads, carousel, etc.

Media 55