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Enhancing homepage feed relevance by harnessing the power of large corpus sparse ID embeddings

LinkedIn Engineering

This development is a game-changer that taps into the full power of deep learning with large data, allowing us to offer even more personalized feed content for our members. Transforming large corpus sparse ID features Our Homepage Feed produces billion-record datasets over millions of sparse IDs on a daily basis.

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How LinkedIn Uses Machine Learning To Rank Your Feed

KDnuggets

In this post, you will learn to clarify business problems & constraints, understand problem statements, select evaluation metrics, overcome technical challenges, and design high-level systems.

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Leveraging CockroachDB’s Change Feed for Real-Time Inventory Data Processing

DoorDash Engineering

Instead, since the inventory levels are stored in specific CockroachDB tables, we decided to leverage CockroachDB’s change feed to send data changes to Kafka, which then starts Cadence workflows to accomplish whatever task needs to be done. Additionally, it couples the action of changing the inventory with the reaction to inventory changes.

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Stop using constants. Feed randomized input to test cases.

Zalando Engineering

Better approach: Feed Randomized Input to test cases The fundamental idea of this technique is never to feed test cases hand typed constants. What do we feed in then? Not just "Zalando". However, our previous test asserted on only 1 instance of String type. Welcome randomness. This is our fixed test case. random storage.

Coding 40
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Get Better Network Graphs & Save Analysts Time

Many organizations today are unlocking the power of their data by using graph databases to feed downstream analytics, enahance visualizations, and more. Yet, when different graph nodes represent the same entity, graphs get messy.

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Practicing Machine Learning with Imbalanced Dataset

Analytics Vidhya

The machine learning algorithms heavily rely on data that we feed to them. The quality of data we feed to the algorithms […] The post Practicing Machine Learning with Imbalanced Dataset appeared first on Analytics Vidhya. But are they still useful without the data? The answer is No.

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Table file formats - streaming reader: Delta Lake

Waitingforcode

I only slightly blogged about Change Data Feed but completely missed the fundamentals. Even though I'm into streaming these days, I haven't really covered streaming in Delta Lake yet. Hopefully, this and next blog posts will change this!

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How to Package and Price Embedded Analytics

Just by embedding analytics, application owners can charge 24% more for their product. How much value could you add? This framework explains how application enhancements can extend your product offerings. Brought to you by Logi Analytics.