- Deep Learning for Image Classification with Less Data - Nov 20, 2019.
In this blog I will be demonstrating how deep learning can be applied even if we don’t have enough data.
Deep Learning, Image Classification, Neural Networks, Small Data
- BIG, small or Right Data: Which is the proper focus? - Oct 8, 2018.
For most businesses, having and using big data is either impossible, impractical, costly to justify, or difficult to outsource due to the over demand of qualified resources. So, what are the benefits of using small data?
Big Data, Big Data Analytics, Data Analytics, Small Data
- Stanford Webinar, Mar 9: When big data seems too small - Feb 23, 2017.
On March 9, Stanford’s Dr. Gregory Valiant discusses the difficulties of and solutions for making accurate inferences in this challenging regime, in which the empirical distribution of the available data is misleading.
Big Data, Distribution, Small Data, Stanford
- Small Data requires Specialized Deep Learning and Yann LeCun response - Mar 19, 2015.
For industries that have relatively small data sets (less than a petabyte), a Specialized Deep Learning approach based on unsupervised learning and domain knowledge is needed.
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Big Data, Deep Learning, Small Data, Yann LeCun