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Figure 2. Typical work activities vary across different data roles.

Who Does the Machine Learning and Data Science Work?

A survey of over 19,000 data professionals showed that nearly 2/3rds of respondents said they analyze data to influence product/business decisions. Only 1/4 of respondents said they do research to advance the state of the art of machine learning. Different data roles have different work activity profiles with Data Scientists engaging in more different work […]

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Figure 1. Machine Learning Algorithms Used in 2019. Click image to enlarge.

Top Machine Learning Algorithms, Frameworks, Tools and Products Used by Data Scientists

A recent survey by Kaggle revealed that data professionals used a variety of different algorithms, tools, frameworks and products to extract insights. Top algorithms were linear/logistic regression, decision trees/random forests and Gradient Boosting Machines. Top frameworks were Scikit-learn and TensorFlow. Top tools for automation were related to model selection and data augmentation. While half of […]

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CXChat_5_22_2019

Customer Experience and Emerging Technologies: My CXChat Summary on Artificial Intelligence, Machine Learning and the Customer

Below is a list of topics, answers and articles in support of a recent Tweet Chat in which I was the guest. The chat (#CXChat) was on customer experience and emerging technologies. You can read the official summary of this CXChat by Sue Duris here.  I was invited as a guest in a weekly tweet […]

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Table 1. Principal Component Matrix of 48 Data Science Tools, Technologies and Languages - data from Kaggle 2017 The State of Data Science and Machine Learning survey of data professionals. Click image to enlarge.

Usage-Driven Groupings of Data Science and Machine Learning Programming Languages

Analysis of usage patterns of 16 data science programming languages by over 18,000 data professionals showed that programming languages can be grouped into a smaller set (specifically, 5 groupings). That is, some programming languages tend to be used together apart from other programming languages. A few of the different groupings of languages reflect specific types […]

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