- 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.
Ayasdi, Convolutional Neural Networks, MNIST, Neural Networks, Topological Data Analysis
- Topological Data Analysis for Data Professionals: Beyond Ayasdi - Jan 16, 2018.
We review recent developments and tools in topological data analysis, including applications of persistent homology to psychometrics and a recent extension of piecewise regression, called Morse-Smale regression.
Algorithms, Clustering, R, Regression, Topological Data Analysis
- Topological Data Analysis – Open Source Implementations - Nov 6, 2015.
Topological Data Analysis (TDA) is making waves in the analytics community lately, but are there open source options available?
C++, Java, Matthew Mayo, Open Source, Python, R, Topological Data Analysis
- 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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Ayasdi, TDA, Topological Data Analysis
- KDnuggets™ News 15:n36, Nov 4: Integrating R, Python; Neural Net in 11 lines; Top 20 AI/Machine Learning books - Nov 4, 2015.
Integrating Python and R; A Neural Network in 11 lines; Amazon Top 20 Books in AI, Machine Learning; How Big Data is used in Recommendation Systems to change to change our lives; Data Science of IoT.
AI, Books, Data Visualization, IoT, Machine Learning, Neural Networks, Recommender Systems, Topological Data Analysis
- 6 crazy things Deep Learning and Topological Data Analysis can do with your data - Nov 2, 2015.
Want to analyze a high dimensional dataset and you are running out of options? Find out how Deep Learning combined with Topological Data Analysis can do exactly that and more.
Clustering, Data Visualization, Deep Learning, Netflix, Topological Data Analysis
- 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.
Ayasdi, Machine Learning, random forests algorithm, Topological Data Analysis
- 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.
Anthony Bak, Ayasdi, Data Science, Education, Resources, Topological Data Analysis, Topology
- 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.
Anthony Bak, Automating, Ayasdi, Datasets, Success, TDA, Topological Data Analysis, Topology, 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.
Anthony Bak, Ayasdi, Data Analysis, Data Management, Predictive Modeling, Statistical Analysis, Topological Data Analysis, Topology
