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README
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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