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A Breakthrough for Natural Language - Ben Vigoda - ODSC East 2018

Open Data Science via YouTube

Overview

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Explore a breakthrough in natural language processing in this 49-minute conference talk from ODSC East 2018. Delve into the complexities of analyzing vast amounts of textual data from various sources and the limitations of current NLP technologies. Learn about Gamalon's Idea Learning platform, which aims to revolutionize how AI understands and responds to human language. Discover how this innovative approach enables more coherent conversations and improved data science applications for text. Gain insights into the technical aspects of the platform, including Turing complete models, compositional learning, and interactive hidden layers. Examine practical applications through demonstrations and examples, covering topics such as categorization, curve fitting, and deep learning. Understand the potential impact of this technology on AI chatbots, customer service, and data analysis across multiple industries.

Syllabus

Introduction
Bens background
Filters
Natural Language Data
Machine Learning
Natural Language Processing
Pavlovian Conditioning
Differentiable programming
Tensorflow
Technical Content
Idea Tree
Running utterances
Accuracy
Card Requests
Menu Requests
Pizza on Alexa
Manual Ideas
Unsupervised Data
Idea Trees
Categorization
Video
Choose Your Own Adventure
Under the Hood
Demo
Python Program
Curve Fitting
Triangle Program
Deep Learning
Quickdraw
Floor Lamp
Line Program
Rectangle Program
Lamp Program
Labels
Combining Ideas
Google Quick Draw
Whats under the hood
Back to any world
LS TM
Theory

Taught by

Open Data Science

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