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Crunching the Data
  • Recent posts
  • Machine learning
  • Engineering
  • Career

Machine learning model versioning

Leave a Comment / By Christina Ellis

Are you wondering why you should version control machine learning models? Or maybe you want to hear more about common frameworks that are used to version control machine learning models? Well either way, you are in the right place! In this article, we tell you everything you need to know about version control for machine …

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Oversampling vs undersampling for machine learning

Leave a Comment / By Christina Ellis

Do you want to learn about the differences between oversampling and undersampling in machine learning? Or maybe you want to learn when to use oversampling and when to use undersampling? Well either way, you are in the right place! In this article, we tell you everything you need to know to understand the differences between …

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How to explain machine learning projects in a resume

Leave a Comment / By Christina Ellis

Are you wondering how to explain machine learning projects in your resume? Well then you are in the right place! In this article, we tell you everything you need to know to understand how to explain machine learning projects in your resume. We start out by discussing who your audience is when you write a …

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Can you use linear regression for time series data?

Leave a Comment / By Christina Ellis

Are you wondering whether you can use linear regression models for time series data? Or maybe you want to hear more about how to use linear regression for time series data? Well either way, you are in the right place! In this article, we tell you everything you need to know about linear regression for …

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Time series vs longitudinal analysis

Leave a Comment / By Christina Ellis

Are you wondering what the main differences between time series analysis and longitudinal data analysis are? Well then you are in the right place! In this article, we discuss everything you need to know to understand the difference between time series analysis and longitudinal analysis. First, we describe what time series analysis is and what …

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KPIs for data science teams

Leave a Comment / By Christina Ellis

Are you wondering whether key performance indicators (KPIs) should be used to track the performance of data science teams? Or maybe you are more interested in hearing about specific examples of KPIs that can be used to track the performance of data science teams? Well either way, you are in the right place! In this …

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Why machine learning projects fail

Leave a Comment / By Christina Ellis

Do you want to learn why machine learning projects fail? Well then you are in the right place! In this article, we discuss some of the most common reasons that machine learning projects fail. In particular, we focus on failure modes that are unique to machine learning projects. We do not spend as much time …

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How to explain machine learning projects in interviews

Leave a Comment / By Christina Ellis

Are you looking for advice on how to explain machine learning projects in interviews? Or maybe you are more interested in hearing about what interviewers are looking for when they listen to descriptions of machine learning projects. Well either way, you are in the right place! In this article, we tell you everything you need …

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Object oriented programming for data science

Leave a Comment / By Christina Ellis

Are you wondering whether object oriented programming should be used for data science? Or maybe you are more interested in hearing about specific examples of situations where object oriented programming should be used for data science? Well either way, you are in the right place! In this article, we tell you everything you need to …

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Data science career progression and ownership

Leave a Comment / By Christina Ellis

Are you wondering how to measure career progression in data science? Or maybe you want to learn how to progress your data science career to the next level? Well either way, you are in the right place. In this article we discuss data science career progression and how career progression relates to your scope of …

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Recent Posts

  • Machine learning model versioning
  • Oversampling vs undersampling for machine learning
  • How to explain machine learning projects in a resume
  • Can you use linear regression for time series data?
  • Time series vs longitudinal analysis

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