DeveloperWeek 2020 has ended
Back To Schedule
Thursday, February 13 • 4:00pm - 6:00pm
OPEN TALK: Big Data Science Meetup Group - RDBMSNN: Relational Database Management System for Neural Networks LIMITED

Log in to save this to your schedule, view media, leave feedback and see who's attending!

Feedback form is now closed.
Limited Capacity seats available


This talk focuses on creation of evolutionary repositories for AI models based on Neural Networks used in deep learning. This presentation describes relational model and RDBMS for storage, retrieval, and for querying with SQL over metadata and data in tables for multiple neural networks. For each pre-trained model, the union over training and test data is saved in normalized tables along with the model. A pre-trained neural network model is generally a well trained neural network model used for a specific function. It is possible to use such a pre-trained model in a composite neural network where one or more other pre-trained models can be also used to form a single rooted directed graph. There is advantage for creating such a composite model to get benefit from other model's intelligence along with saving of time for data preparation and training from scratch. There are definite advantages for creating much simpler pre-trained models first, followed by creations of more complex models by compositions over simpler models. In this talk, we describe relational operations over normalized tables containing training/testing data, metadata along with corresponding pre-trained models in order to derive one or more new composite models. It is possible to define specific set of methods for deriving various composite models with higher complexities in hierarchies, by applying relational operations.

DeveloperWeek Speakers
avatar for Dr. Barak Krakauer

Dr. Barak Krakauer

Data Scientist, Levi Strauss & Co
I am a data scientist who specializes in natural language processing tasks, and am excited to make use of classical NLP tools as well as deep learning techniques and graph theoretic approaches to make sense of text data.Prior to becoming a data scientist, I taught philosophy at UMass... Read More →
avatar for Dr. Shyam Sarkar

Dr. Shyam Sarkar

Entrepreneur and Ayush Sarkar, Researcher, SmartMLChain
Dr. Shyam Sarkar is an entrepreneur in AI / Big Data industry. He has thirty years of experience in AI, database research and development. He has multiple patents and publications. Ayush Sarkar is a software researcher / developer with experience in mathematical modeling and analysis... Read More →

Thursday February 13, 2020 4:00pm - 6:00pm PST
OPEN Workshop Stage 1 (Exhibit Hall West)