Practical Magic: Improving Productivity and Happiness for Software Development Teams

Co-authors: Max Kanat-Alexander and Grant Jenks Today we are open-sourcing the LinkedIn Developer Productivity & Happiness Framework (DPH Framework) – a collection of documents that describe the systems, processes, metrics, and feedback systems we use to understand our developers and their needs internally at LinkedIn.  Now more than ever, developers are navigating so much change and…

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Enhancing Content Review: Proactively addressing threats with AutoML

Figure 3: This illustration summarizes how the AutoML framework automates the model training, development, and deployment steps  The AutoML framework trains classifiers, experimenting with multiple model architectures in parallel. It performs a systematic search over a range of hyperparameters, optimization approaches, and models, saving data scientists the effort of trying different algorithms manually.  The AutoML…

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What Is Continuous Learning and How to Achieve It

The opportunity is clear: Organizations that accelerate their upskilling and reskilling can move ahead of the curve at a crucial moment. A continuous learning environment is fundamental to achieving this.  Benefits of creating a culture of continuous learning There are many benefits of continuous learning for both organizational success and employee career development. To name…

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CASAL: Building Trust and Combating Abuse – The Anti-Abuse Core Framework at the Heart of Our Platform

Scoring Modes: CURRENT & PROPOSED ML model inference: At the heart of our anti-abuse systems lies the formidable capability of ML model inference. The pivotal step is where we harness the power of AI to classify the requests effectively. To do this, we employ a meticulously crafted dependency graph, incorporating various model architectures tailored to…

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LinkedIn and Persona further expand verification partnership

Today, we shared that we are making identity verification available to millions of new people in Austria, Belgium, Bulgaria, Croatia, the Republic of Cyprus, the Czech Republic, Denmark, Estonia, Finland, France, Germany, Greece, Hungary, Ireland, Italy, Latvia, Lithuania, Luxembourg, Malta, the Netherlands, Poland, Portugal, Romania, Slovakia, Slovenia, Spain, Sweden, Switzerland, and the United Kingdom. LinkedIn…

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LinkedIn y Persona llevan la verificación a nuevos países de todo el mundo

Hoy anunciamos la disponibilidad de la verificación de identidad para millones de nuevos miembros en Alemania, Austria, Bélgica, Bulgaria, Chipre, Croacia, Dinamarca, Eslovaquia, Eslovenia, España, Estonia, Finlandia, Francia, Grecia, Hungría, Irlanda, Italia, Letonia, Lituania, Luxemburgo, Malta, Países Bajos, Polonia, Portugal, Reino Unido, República Checa, Rumanía, Suecia y Suiza. La verificación de LinkedIn es un servicio…

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Privacy Preserving Single Post Analytics

Authors: Ryan Rogers, Subbu Subramaniam, Lin Xu Contributors:  Mark Cesar, Praveen Chaganlal, Xinlin Zhou, Jefferson Lai, Jennifer Li, Stephanie Chung, Margaret Taormina, Gavin Uathavikul, Laura Chen,  Rahul Tandra, Siyao Sun, Vinyas Maddi, Shuai Zhang Content creators post on LinkedIn with the goal of reaching and engaging specific audiences. Post analytics helps creators measure their post performance…

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