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For your eyes only: improving Netflix video quality with neural networks

The Netflix TechBlog

While conventional video codecs remain prevalent, NN-based video encoding tools are flourishing and closing the performance gap in terms of compression efficiency. During training, our goal is to generate the best downsampled representation such that, after upscaling, the mean squared error is minimized.

Network 296
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Why growing AI adoption requires an AI observability strategy

Dynatrace

As organizations turn to artificial intelligence for operational efficiency and product innovation in multicloud environments, they have to balance the benefits with skyrocketing costs associated with AI. The good news is AI-augmented applications can make organizations massively more productive and efficient.

Strategy 266
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Key Advantages of DBMS for Efficient Data Management

Scalegrid

Enhanced data security, better data integrity, and efficient access to information. Despite initial investment costs, DBMS presents long-term savings and improved efficiency through automated processes, efficient query optimizations, and scalability, contributing to enhanced decision-making and end-user productivity.

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AIOps strategy central to proactive multicloud management

Dynatrace

Using automatic and intelligent observability promotes faster innovation, greater efficiency, and better business outcomes. Causal AI is also more precise and efficient. With real-time causal AI, organizations can identify the root cause of issues without having to train their data models up front. Real- time AI.

Strategy 259
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Building In-Video Search

The Netflix TechBlog

In order to train the model on internal training data (video clips with aligned text descriptions), we implemented a scalable version on Ray Train and switched to a more performant video decoding library. These models are trained on large amounts of image-caption pairs via in-batch contrastive learning.

Media 230
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Tech Transforms podcast: How one federal agency is embracing AI to support and empower its cyber workforce

Dynatrace

Furthermore, AI can significantly boost productivity if employees are properly trained on how to use the technology correctly. “It’s But if you don’t take the time to train the workforce in the programs or the systems you’re bringing online, you lose that effectiveness.

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5 considerations when deciding on an enterprise-wide observability strategy

Dynatrace

You also need to focus on the user experience so that future toolchains are efficient, easy to use, and provide meaningful and relevant experiences to all team members. Modernizing your technology stack will improve efficiency and save the organization money over time. How do you make this happen?

Strategy 214