AI Neural Bots By: Machine Learning Group @ CLT - PowerPoint PPT Presentation

AI Neural Bots By: Machine Learning Group @ CLT https://machinelearning.group/ Thanks to our sponsors below

Agenda - Group introduction and announcements - Intro to Bots - Demos - Azure Bot Service - Cognitive Services - Our Bot Projects - Demos - Neural Networks and Google TensorFlow - Hooking it together - Q&A

“Inspire, advance knowledge, and promote hands-on experience in Machine Learning within our community” https://machinelearning.group/ Knowledge Hands-on Community ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓ ✓

Study Groups ( new 2017 )

Example Presentations

Example Kaggle Competitions

Team Achievement (Dogs vs Cats) ● Our groups Kaggle Kernel was ‘#1 Hottest Kernel’ at time of competition end ● Intro to ConvNets using Google TensorFlow ● https://www.kaggle.com/kbhits/tensorflow-starter-kit-fixed

Community

Announcement

Announcement (next presentation - RSVP on EventBrite)

Why Bots? • • Free Form Interactions - Guided Conversations - Automate - Enhance User Experience - ROI - Integrate business services - Artificial Intelligence - Natural Language Processing - Cognitive Service Advantage - Save Time

Use CAses • • • •

Example http://fortune.com/2017/04/18/wells-fargo-chatbot-facebook-messenger/

Why Bot Framework? * https://docs.microsoft.com/en-us/bot-framework/overview-how-bot-framework-works

Cognitive Services

Why Bot Framework? * https://docs.microsoft.com/en-us/bot-framework/overview-how-bot-framework-works

Example Cognitive Services https://azure.microsoft.com/en-us/services/cognitive-services/recommendations/

Example Cognitive Services https://azure.microsoft.com/en-us/services/cognitive-services/recommendations/

Example Cognitive Services https://azure.microsoft.com/en-us/services/cognitive-services/recommendations/

Emotion API https://azure.microsoft.com/en-us/services/cognitive-services/emotion/

Computer Vision API https://azure.microsoft.com/en-us/services/cognitive-services/computer-vision/

Text Analytics API https://azure.microsoft.com/en-us/services/cognitive-services/text-analytics/

Language Understanding Intelligence Service (LUIS) Utterances, Intents, Entities

Custom Neural Networks Google TensorFlow ● Machine Learning Library ○ Google’s Brain team open sourced in Nov 2015 ○ Fast & Flexible ○ Tensors / Operations / Variables ○ Use ConvNets so machines can learn to: ● See ○ Paint ○ Dream ○

Python Bot Overview

Mimicking nature - ConvNets

Mimicking nurture – data!

Vision Improvements

Example Inceptionism

How to contribute to our open bot Join Slack ● For invite, contact us @ https://machinelearning.group/ ○ Visit channel #dml_chatbot ○ Open source projects ● https://github.com/DavidsonMachineLearningGroup/ ○ Python based: “PainterBot” ○ JavaScript/Node.js based: “Davidson-ChatBot-Project” ○

Thank you! Questions? By: Machine Learning Group @ CLT https://machinelearning.group/ Thanks to our sponsors below

Core Channel Dialog Bot Connector Rich Cards Activity Emulator Message Intelligence