Automated Data Science and Data Mining
Gregory Piatetsky-Shapiro
![Gregory Piatetsky-Shapiro]()
Gregory Piatetsky-Shapiro
Part-time philosopher, Retired, Data Scientist, KDD and KDnuggets Founder, was LinkedIn Top Voice on Data Science & Analytics. Currently helping Ukrainian refugees in MA.
The growing trend towards automation has also touched Data Science, with more companies and research projects aiming to build the ultimate Data Science platform - the user just points it to the data and it does the rest.
We have created a new page under
KDnuggets ? Software for Automated Data Science.
Here is the initial content, but please suggest systems that should be added in the comments.
- Automatic Business Modeler from Algolytics, automatically builds accurate and interpretable predictive models. Commercial.
- Automatic Statistician project, a system which explores an open-ended space of possible statistical models to discover a good explanation of the data, and then produces a detailed report with figures and natural-language text. Research project.
- DataRobot, automated Machine Learning platform built by top data scientists on Kaggle. Commercial.
- machineJS: Automated machine learning - just give it a data file. Open-source on github.
- Quill from Narrative Science, transforms data into meaningful and insightful narratives people can simply read. Commercial.
- Skytree Machine Learning Software, enterprise-grade machine learning, uses all data and high performance algorithms automated model building to deliver more accurate predictive models. Commercial.
Related:
Conversational AI | LLM | Autonomous AI Agents | Generative AI strategy | Innovation Management
9 年One Google-backed project , a cambridge-spinoff, and a few others. Yet, it is supposedly going to take another 5-10 years to reach a level where these claims can be justified. Automating mundane and repetitive parts of a data science activity , shouldn't be claimed as 'automating data science' .
Data Scientist AI Lecturer| Founder| Investor| Ex Fixed Income trader | Quant | Former Instructor at Columbia University,{among other things} Never Despair, life is short. Climb a mountain! Eat a peach!
9 年Just to level set... would Knime be too low level? Some of these things may require even more knowledge about the thing that they are trying to solve when they are applied incorrectly.
Gregory - good post. However you need to add SAS Factory Miner to the list.