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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 71
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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.

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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.

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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
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The 10 most in-demand IT jobs in finance

CIO

Job duties include helping plan software projects, designing software system architecture, and designing and deploying web services, applications, and APIs. You’ll be required to write code, troubleshoot systems, fix bugs, and assist with the development of microservices.

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The 10 most in-demand IT jobs in finance

CIO

Job duties include helping plan software projects, designing software system architecture, and designing and deploying web services, applications, and APIs. You’ll be required to write code, troubleshoot systems, fix bugs, and assist with the development of microservices.

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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 54