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How Deep Learning Works and How to Build a Chatbot using Deep Learning
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Summarised in: Artificial intelligence, deep learning and chatbots demystified https://www.avinashmeetoo.com/2019/04/24/artificial-intelligence-deep-learning-and-chatbots-demystified/ A post on my blog going through all the steps I followed during my presentations on How Deep Learning Works and How to Build a Chatbot using Deep Learning during DevCon 2019 in Mauritius Developer Conference 2019, also known as DevCon 2019, took place in Mauritius from 11 to 13 April 2019. Presentation #1: How Deep Learning Works Everyone is talking of Artificial Intelligence today as the next Big Thing! This session explains, from the point of view of a programmer, what a Neuron is, how a Neural Network can be built and how to use frameworks such as TensorFlow and TFLearn to quickly experiment with Deep Learning. Presentation #2: Building a Chatbot using Deep Learning Smart devices of today, powered by e.g. Google Assistant, Apple Siri or Amazon Alexa, can chat with us in quite surprising ways. It is therefore interesting for a developer to understand how chatbots work. In this session, we will build a chatbot using Deep Learning techniques. The focus was to start from the fundamentals and demystify everything. Hence, instead of reinventing the wheel, I simply followed the four following articles I found online: How Neural Networks Work https://chatbotslife.com/how-neural-networks-work-ff4c7ad371f7 One neuron only and introducing the sigmoid function Tensorflow demystified https://chatbotslife.com/tensorflow-demystified-80987184faf7 Using tensorflow and building the neural network by hand Deep Learning in 7 lines of code https://chatbotslife.com/deep-learning-in-7-lines-of-code-7879a8ef8cfb Using TFLearn to build the neural network (which itself uses tensorflow internally) Contextual Chatbots with Tensorflow https://chatbotsmagazine.com/contextual-chat-bots-with-tensorflow-4391749d0077 (1) build a context-free chatbot (2) build a contextualized chatbot -- Avinash Meetoo avinashmeetoo@gmail.com www.avinashmeetoo.com 25 April 2019
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