Detecting Bias with SHAP
StackOverflow’s annual developer survey concluded earlier this year, and they have graciously published the (anonymized) 2019 results for analysis. They’re a rich vie...
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Using Python and R to Load Relational Database Tables, Part II
Last time I wrote on using Python/Pandas as an adjunct to loading PostgreSQL tables. In this sequel, I demo how R can be used to collaborate with the database in a simi...
Enter the Era of Terabyte Memory
Enabling cost-effective terabyte main memory along with third-party observations of a “profound” change in storage, Intel® Optane™ DC persistent memory modules cha...
Where’s the Love – Trends in Data Science Career Opportunities
Summary: The annual Burtch Works salary survey tells us a lot about which industries are using the most data scientists and the difference between higher and lower ski...
State of #AI 2019 Report
I highly recommend the #StateofAI 2019 report. I have followed this report from By Nathan Benaich and Ian Hogarth The report is free and you can download it at stateo...
Privacy and AI – How Much Should We Really Care
Summary: More data means better models but we may be crossing over a line into what the public can tolerate, both in the types of data collected and our use of it. Th...
Growth Modeling for Business Managers and Executives
You don’t need a sophisticated model nor advanced machine learning techniques to quickly get a high level picture and trends for bottom-line business metrics. Not o...
Free Book: Azure Machine Learning in a Weekend
By Ajit Jaokar and Ayse Mutlu. Exclusively for Data Science Central members, with free access. You can download this book (PDF) here. This tutorial is the second b...
Why using esproc for data wrangling?
Data wrangling is the most important step for business personnel to further analyze data or enter BI system. With the advent of the data age, data sources are becoming m...
AI/ML Lessons for Creating a Platform Strategy – Part 1
Summary: McKinsey says platform companies will represent 30% of global business revenue by next year (2020). Here are some lessons and examples to help mature compani...