ML System Design Doc - Reliable ML
ML System Design Doc
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ML System Design Doc - Reliable ML
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Enterprise Integration Architecture Patterns
Architecture essays
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10 Common Software Architectural Patterns in a nutshell
An architectural pattern is a general, reusable solution to a commonly occurring problem in software architecture within a given context. Architectural patterns are similar to software design pattern but have a broader scope.
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System design interview
System design is a very broad topic. Even a software engineer with many years of working experience at a top IT company may not be an expert on system design. If you want to become an expert, you need to read many books, articles, and solve real large scale system design problems.
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DATA MESH ARCHITECTURE
The term data mesh was coined by Zhamak Dehghani in 2019 and is based on four fundamental principles that bundle well-known concepts
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Data Memos
12 reflections on data (and its representation) that we don’t want to forget in the “next-normal”
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The Responsible Machine Learning Principles
The Responsible Machine Learning Principles are a practical framework put together by domain experts. Their purpose is to provide guidance for technologists to develop machine learning systems responsibly. Link
Introducing the AI Project Canvas
Imagine the following scenario: You have a brilliant idea for a new AI project. To make it happen, you need to convince management to fund your idea. You need to pitch your AI project idea to stakeholders and management. Yuck.
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Algorithms you should know before you take system design interviews
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Deploying a Machine Learning Model as an API
A comprehensive guide to deploying a model as an API
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ML Systems Design Interview Guide
One of the trickiest interview rounds for ML practitioners is ML systems design. If you’re applying to be a Data Scientist, ML Engineer or ML Manager at a big tech company, you’ll probably face an ML Systems design question. I recently tackled this question at a few big tech companies on my way to becoming a Staff ML Engineer at Pinterest. In this article I’m going to talk about how to approach ML Systems Design interviews, core concepts to know and I’ll provide links to some of the resources I used.
The Definitive Guide to Building a Data Mesh With Event Streams
The data mesh concept is often presented with scant details regarding an implementation. We have created an opinionated prototype showcasing the principles of data mesh.
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One Page Website Templates
A collection of 245 One Page website templates. Each template includes a review, long screenshot, live demo and download links. These One Page website templates can really help kickstart your next project. Use the top Templates menu to browse sub-categories.
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VAE Playground
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