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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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Assembly required: 8 myths about knowledge management debunked

CIO

Medtronic engineers, senior leaders, and scientists combine this customer-provided information with other information about government regulations, manufacturing processes, and new technology to revise long-term strategies, R&D budgets, and capital investment plans. Basing managers’ pay on beating budgets impedes knowledge assembly.

Budget 255
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Top 20 IT KPIs and Metrics You Must Track Today

Kaseya

Internal IT teams need to protect both their headcount and budgets. IT KPIs track all critical aspects of quality associated with IT projects and help deliver them most effectively in a timely manner and within allocated budgets. 20 IT KPIs and metrics to track. Some of the most important financial metrics are: 1.

Metrics 59
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13 power tips for Microsoft Power BI

CIO

With Power BI, you can pull data from almost any data source and create dashboards that track the metrics you care about the most. What-if parameters also create calculated measures you can reference elsewhere. You can also create manual metrics to update yourself.

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Advice from procurement: How to evaluate and propose new IT investments

CIO

Gartner recently cut their expected IT budget prediction from 5.1% As the world continues to experience economic uncertainty, IT leaders look to tighten budgets, consolidate tools and resources, and generally become more risk-averse when evaluating new investments. to just 2.2% This is three times lower than the projected 6.5%

How To 144
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A Detailed Overview: Cost-Per Hire in Recruitment

Hacker Earth Developers Blog

How to calculate this metric? Cost-per-hire is a recruiting metric that measures costs associated with hiring employees. For example, if you plan to hire 100 new employees in the current year with a budget of $2,00,000, the cost-per-hire will be $2,000. However, your budget is only $4,500. How to use cost-per-hire data?

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Here’s The Crucial Metrics To Measure Your Software Development Team Effectiveness

Xicom

Here, I have pocketed some inescapable metrics to help you specify your software development team’s goals and track how each team is performing towards accomplishing those goals. The budget increased by 160% more than the original. And, to measure productivity, the software developers in Dubai uses two types of metrics: Function.