- Using Topological Data Analysis to Understand the Behavior of Convolutional Neural Networks - Jun 28, 2018.
Neural Networks are powerful but complex and opaque tools. Using Topological Data Analysis, we can describe the functioning and learning of a convolutional neural network in a compact and understandable way.
- Peering into the Black Box and Explainability - Feb 2, 2016.
In many domains, where data science can be a game changer, and the biggest hurdle is not collecting data or building the models, it is Understanding what they mean.
- The Beautiful Duality of Topological Data Analysis - Nov 4, 2015.
Topological Data analysis is special, because its methods are both general and precise. Teams that use TDA in their work see the “art of the possible” more broadly and can attack problems that might otherwise be “too hard” using traditional techniques.
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- Topological Analysis and Machine Learning: Friends or Enemies? - Sep 29, 2015.
What is the interaction between Topological Data Analysis and Machine Learning ? A case study shows how TDA decomposition of the data space provides useful features for improving Machine Learning results.
- World Economic Forum Tech Pioneers & Analytics Winners - Aug 8, 2015.
World Economic Forum selected its 2015 Tech Pioneers, which included quite a few companies on the cutting edge of Analytics, Big Data, and Machine Learning.
- Most Viewed Data Mining Videos on YouTube - May 18, 2015.
The top Data Mining YouTube videos by those like Google and Revolution Analytics covers topics ranging from statistics in data mining to using R for data mining to data mining in sports.
- CRN Big Data Business Analytics Companies - May 12, 2015.
Data, Analytics, and Intelligence play a key role in CRN Big Data 100 in 2015. New additions include predictive analytics firms Knime, Logi Analytics, Looker, Luminoso, Predixion, RapidMiner, and Salesforce.
- KDnuggets™ News 15:n04, Feb 4: Top Big Data Influencers; A Common Mistake with Time Series; Ayasdi - Feb 4, 2015.
Top Big Data Influencers and Brands; K-means clustering is not a free lunch; Avoiding a Common Mistake with Time Series; Ayasdi: Managing Data Complexity through Topology; Big Data Could Revolutionize Healthcare.
- Top stories for Jan 25-31: (Deep Learning Deep Flaws) Deep Flaws; Text Analysis 101: Document Classification - Feb 1, 2015.
(Deep Learning Deep Flaws) Deep Flaws; Text Analysis 101: Document Classification; Interview: Anthony Bak, Ayasdi on Managing Data Complexity through Topology.
- Interview: Anthony Bak, Ayasdi on How to Get Started on Topology - Jan 30, 2015.
We discuss the best resources to learn Topology, career motivation, important qualities sought in data scientists and more.
- Interview: Anthony Bak, Ayasdi on Novel Insights using Topological Summaries - Jan 29, 2015.
We discuss examples of Topological Data Analysis (TDA) revealing new insights, recommended approach for creating Topological Summaries, Manual vs Automation approach and trends.
- Interview: Anthony Bak, Ayasdi on Managing Data Complexity through Topology - Jan 28, 2015.
We discuss the definition of Topology, its relevance to Big Data and compare Topological Data Analysis (TDA) with other approaches.
- Top KDnuggets tweets, Jan 7-8: Programming languages popularity by US state; Machine Learning best practices from Kaggle competitions - Jan 9, 2015.
Programming languages popularity by US state; Why Ayasdi Topological Data Analysis Works - real data frequently is nonlinear; Learning Data Science and Predictive Modeling at Your Own Pace; Great talk: Machine Learning best practices from Kaggle competitions.
- Top KDnuggets tweets, Feb 10-11: Data scientist cartoon – too busy recommending; Julia: One Language to Rule Them All - Feb 12, 2014.
Data scientist cartoon - too busy recommending things ...; Julia: One Programming Language to Rule Them All; Anaconda: free enterprise-ready Python distribution for large-scale data processing; 10 Most Innovative Companies in #BigData: GE, Kaggle, Ayasdi, IBM, Mount Sinai ...
- FastCompany 10 Most Innovative Companies in Big Data - Feb 10, 2014.
Big Data-driven companies can now map your genome, find the best fit for clothing, and improve student grades, but it all comes at the expense of much reduced privacy. Here are 10 most innovative Big Data companies according to Fast Company.