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Leadership & Management

Machine Learning Project Structure: Stages, Roles, and Tools

July 23, 2019 by Kateryna Lytvynova

Machine Learning Project

Various businesses use machine learning to manage and improve operations. While ML projects vary in scale and complexity requiring different data science teams, their general structure is the same. For example, a small data science team would have to collect, preprocess, and transform data, as well as train, validate, and (possibly) deploy a model to do a single … [Read more...] about Machine Learning Project Structure: Stages, Roles, and Tools

Major Challenges for Machine Learning Projects

July 23, 2019 by Matthew Opala

ML Projects

Although scientists, engineers, and business mavens agree we might have finally entered the golden age of artificial intelligence when planning a machine learning project you have to be ready to face much more obstacles than you think.Deep learning algorithms like AlphaGo are breaking one frontier after another, proving that machines can already be able to play complex … [Read more...] about Major Challenges for Machine Learning Projects

How to Deliver on Machine Learning Projects

July 18, 2019 by Emmanuel Ameisen

ML projects

As Machine Learning (ML) is becoming an important part of every industry, the demand for Machine Learning Engineers (MLE) has grown dramatically. MLEs combine machine learning skills with software engineering knowhow to find high-performing models for a given application and handle the implementation challenges that come up — from building out training infrastructure to … [Read more...] about How to Deliver on Machine Learning Projects

Machine Learning Teams Have a People Problem

July 18, 2019 by Martin Gonzalez

ML team

“I manage products, not people,” is a common quip from those supervising technical teams. It’s also dead wrong.If you’re struggling to build great products and things are falling short, you may not have a product problem. You might have a people problem — 65% of failures of VC-backed startups happen because of people issues.In this article, we’ll share the … [Read more...] about Machine Learning Teams Have a People Problem

Data Science Project Flow for Startups

April 3, 2019 by Shay Palachy

Data Science Project Workflow For Startups

I was recently asked by a startup I’m consulting to give my opinion about the structure and flow of data science projects, which made me think about what makes them unique. Both managers and the different teams in a startup might find the differences between a data science project and a software development one unintuitive and confusing. If not stated and accounted for … [Read more...] about Data Science Project Flow for Startups

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