- Be Wary of Automated Feature Selection — Chi Square Test of Independence Example - Aug 5, 2021.
When Data Scientists use chi square test for feature selection, they just merely go by the ritualistic “If your p-value is low, the null hypothesis must go”. The automated function they use behaves no differently.
Automated Data Science, Automated Machine Learning, Feature Selection, Statistics
- How Automation Is Improving the Role of Data Scientists - Oct 26, 2020.
Here is an overview of 5 ways that data automation will enhance how scientists spend their time and improve the results they get.
Automated Data Science, Automation, Data Science, Data Scientist
- When Will AutoML replace Data Scientists? Poll Results and Analysis - Mar 16, 2020.
Will AI always be 5-10 years away? The majority of respondents to this poll think that AutoML will reach expert level in 5-10 years. Interestingly, it is about the same as 5 years ago. We examine the trends by AutoML experience, industry, and region.
Automated Data Science, AutoML, Humans vs Machines, Poll, Trends
The 4 Hottest Trends in Data Science for 2020 - Dec 9, 2019.
The field of Data Science is growing with new capabilities and reach into every industry. With digital transformations occurring in organizations around the world, 2019 included trends of more companies leveraging more data to make better decisions. Check out these next trends in Data Science expected to take off in 2020.
2020 Predictions, Automated Data Science, AutoML, Cloud Computing, Data Science, NLP, Privacy, Security, Trends
Cartoon: Data Scientist was the sexiest job of the 21st century until … - Jul 14, 2018.
This Data Scientist thought that he had the sexiest job of the 21st century until the arrival of the competition ...
Automated, Automated Data Science, Automation, Cartoon, Data Scientist, Tom Davenport
Automated Machine Learning vs Automated Data Science - Jul 2, 2018.
Just by adding the term "automated" in front of these 2 separate, distinct concepts does not somehow make them equivalent. Machine learning and data science are not the same thing.
Automated Data Science, Automated Machine Learning, Data Science, Machine Learning
- Enhancing Anti-Money Laundering Programs with Automated Machine Learning, Jan 11 Webinar - Jan 3, 2018.
In this webinar, Jan 11, DataRobot will show how automated machine learning can be used to reduce false positive rates, thereby improving the efficiency of AML transaction monitoring and reducing costs.
Automated Data Science, Automated Machine Learning, DataRobot, Finance, Money Laundering
- TPOT Automated Machine Learning Competition: Can AutoML beat humans on Kaggle? - Jun 5, 2017.
Over the next couple months, we’re going to challenge you to apply TPOT to any data science problem you find interesting on Kaggle. If your entry ranks in the top 25% of the leaderboard on a Kaggle problem, we want to see how TPOT helped you accomplish that.
Automated Data Science, Automated Machine Learning, Competition, Machine Learning
- Dataiku: The Complete Data Sheet - Apr 20, 2017.
Whether your every day tool is Scala, Python, R, or Excel, you can now use one tool - Dataiku - to transform raw data to predictions without the hassle. Discover the platform!
Automated Data Science, Data Science Platform, Data Workflow, Dataiku
- The Human Data Scientist: Safeguarding Your Career in the World of Automation - Feb 28, 2017.
"Data scientist" continues to be recognized as a top career, but does this mean unending spoils for the data scientist? With large scale mass automation on the horizon for numerous professions, what can we do to safeguard our positions?
Advice, Automated Data Science, Career, Data Scientist
- The Current State of Automated Machine Learning - Jan 18, 2017.
What is automated machine learning (AutoML)? Why do we need it? What are some of the AutoML tools that are available? What does its future hold? Read this article for answers to these and other AutoML questions.
Automated, Automated Data Science, Automated Machine Learning, Hyperparameter, Machine Learning
- Automated Machine Learning: An Interview with Randy Olson, TPOT Lead Developer - Oct 28, 2016.
Read an insightful interview with Randy Olson, Senior Data Scientist at University of Pennsylvania Institute for Biomedical Informatics, and lead developer of TPOT, an open source Python tool that intelligently automates the entire machine learning process.
Automated Data Science, Automated Machine Learning, Machine Learning, Python, scikit-learn
Automated Data Science & Machine Learning: An Interview with the Auto-sklearn Team - Oct 4, 2016.
This is an interview with the authors of the recent winning KDnuggets Automated Data Science and Machine Learning blog contest entry, which provided an overview of the Auto-sklearn project. Learn more about the authors, the project, and automated data science.
Automated, Automated Data Science, Automated Machine Learning, Competition, Machine Learning, scikit-learn
Cartoon: Data Scientist – the sexiest job of the 21st century until … - Aug 27, 2016.
This Data Scientist thought that he had the sexiest job of the 21st century until the arrival of the competition ...
Automated, Automated Data Science, Cartoon, Tom Davenport
- Contest Winner: Winning the AutoML Challenge with Auto-sklearn - Aug 5, 2016.
This post is the first place prize recipient in the recent KDnuggets blog contest. Auto-sklearn is an open-source Python tool that automatically determines effective machine learning pipelines for classification and regression datasets. It is built around the successful scikit-learn library and won the recent AutoML challenge.
Automated, Automated Data Science, Automated Machine Learning, Competition, Hyperparameter, scikit-learn, Weka
- Contest 2nd Place: Automated Data Science and Machine Learning in Digital Advertising - Aug 4, 2016.
This post is an overview of an automated machine learning system in the digital advertising realm. It is an entrant and second-place recipient in the recent KDnuggets blog contest.
Advertising, Automated, Automated Data Science, Automated Machine Learning, Claudia Perlich, Machine Learning
- Contest 2nd Place: Automating Data Science - Aug 3, 2016.
This post discusses some considerations, options, and opportunities for automating aspects of data science and machine learning. It is the second place recipient (tied) in the recent KDnuggets blog contest.
Algorithms, Automated, Automated Data Science, Feature Selection, Machine Learning
- And the Winner is… Stepwise Regression - Aug 1, 2016.
This post evaluates several methods for automating the feature selection process in large-scale linear regression models and show that for marketing applications the winner is Stepwise regression.
Automated Data Science, Feature Selection, Linear Regression, Machine Learning, Predictive Analytics
