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Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

The Machine Learning Platform (MLP) team at Netflix provides an entire ecosystem of tools around Metaflow , an open source machine learning infrastructure framework we started, to empower data scientists and machine learning practitioners to build and manage a variety of ML systems.

Systems 226
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Designing Instagram

High Scalability

Design a photo-sharing platform similar to Instagram where users can upload their photos and share it with their followers. High Level Design. The streaming data store makes the system extensible to support other use-cases (e.g. System Components. Component Design. API Design. API Design. Data Models.

Design 334
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Migrating a privacy-safe information extraction system to a Software 2.0 design

The Morning Paper

Migrating a privacy-safe information extraction system to a software 2.0 design , Sheng, CIDR’20. This is a comparatively short (7 pages) but very interesting paper detailing the migration of a software system to a ‘Software 2.0’ ’ design. traditional software) to a Software 2.0 In Software 1.0

Systems 84
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Dynatrace accelerates business transformation with new AI observability solution

Dynatrace

GenAI is prone to erratic behavior due to unforeseen data scenarios or underlying system issues. Augmenting LLM input in this way reduces apparent knowledge gaps in the training data and limits AI hallucinations. But energy consumption isn’t limited to training models—their usage contributes significantly more.

Cache 207
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Towards federated learning at scale: system design

The Morning Paper

Towards federated learning at scale: system design Bonawitz et al., This is a high level paper describing Google’s production system for federated learning. Federated Learning (FL) is a distributed machine learning approach which enables training on a large corpus of decentralized data residing on devices like mobile phones.

Systems 71
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Nurturing Design in Your Software Engineering Culture

Strategic Tech

I believe that attitude towards the design of code and architecture is one of them. In my experience, the culture is better and the results are better in orgs where engineers and architects obsess over the design of code and architecture. Both valuing design and striving for continuous delivery are necessary.

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What the NIS2 Directive means for application security

Dynatrace

The Network and Information Systems 2 (NIS2) Directive, which goes into effect in Oct 2024, aims to enhance the security of network and information systems throughout the EU. NIS2 is an evolution of the Network and Information Systems (NIS) Security Directive, which has been in effect since 2016.