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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 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 involves setting up metrics and KPIs and regularly reviewing them to identify areas for improvement.

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What Is Honeycomb’s ROI? Forrester’s Study on the Benefits of Observability

Honeycomb

Many teams want to adopt observability and Honeycomb—but run into budget roadblocks because budget holders may not clearly understand the quantifiable benefits to their end users, their teams, and the bottom line. . The challenges with existing monitoring, metrics, and logging solutions.

Study 52
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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
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DevOps vs Site Reliability Engineering: Concepts, Practices, and Roles

Altexsoft

Metrics are crucial. Corresponds to “the more automation the better”, “metrics are crucial”. Measure uptime and availability of the system. Corresponds to “metrics are crucial”. According to SRE, a key precondition for a system’s success is availability. Set error budget. The more automation the better.

DevOps 96
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Software outsourcing: interesting statistics, predictions, facts, and key players

Apiumhub

The outsourcing model that suits your project will depend on its level of complexity, your budget, timescale, and level of involvement: The simplest form of software outsourcing is the staff augmentation model, where an outsourced team works alongside your internal team to develop the software. Each model has its own advantages.

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Grown-Up Lean

LeanEssays

It took some years to evolve to a software architecture that supported such teams, but eventually small, independent services owned by two-pizza teams made up the core of Amazon’s infrastructure. That’s when newly minted internet companies tried to grow systems many times larger than any enterprise could manage.