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Life Around Data

On data science, engineering, humans, teams, and life in general

Category: Machine Learning

November 3, 2018January 13, 2020 Sergei Izrailev

Over-the-Wall Data Science and How to Avoid Its Pitfalls

Data Science, Machine Learning, Product Management, Teams

Over-the-wall data science is a common organizational pattern for deploying data science team output to production systems. A data scientist develops an algorithm, a model,

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September 27, 2018January 13, 2020 Sergei Izrailev

AI Systems Development Cycle And How It’s Different From Other Software

AI, Machine Learning, Product Management

Most software development projects go through the same four phases: discovery, research, prototype, and production. Usually, the research and prototype stages are fairly light because

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September 20, 2018January 13, 2020 Sergei Izrailev

How Can We Reduce the Risk of Machine Learning Projects?

AI, Machine Learning, Product Management

The overall risk of machine learning projects in a business can be relatively high because they tend to be long and complex. Before embarking on

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September 14, 2018January 13, 2020 Sergei Izrailev

Four Machine Learning Skills of a Successful AI Team

AI, Machine Learning, Teams

In the past few years, several trends accelerated adoption of AI for business applications. The abundance of data, cheap computing, advances in AI algorithms, and

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