Tensorflow meetup on eager execution and the dataset API
IoT and AI software to boost industry and production
Many companies are starting to realize that the combination of IoT data and AI software is rapidly transforming business models everywhere. And while countless AI startups are emerging in every sector and China is transitioning to become a global digital leader, many giant companies are subjected to a rigid test of natural selection: “Who will survive the AI boom?”
At ML6, one of our core focuses is leveraging IoT data for industrial optimization. In this talk we will give an overview of the enormous potential that recent breakthroughs in Reinforcement Learning can bring to a wide range of industrial control tasks. We will look at the entire production process going from energy consumption/generation to predictive maintenance to raw material usage and final product quality.
Hands-On-Workshop: Combining IOT with Deep Learning for industrial optimization, Industry 4.0 is here!
In this workshop, we will dive into the world of deep learning. After introducing the basics of Google’s Deep Learning library ‘TensorFlow’ we will continue with hands on coding exercises.
You will learn how to create a neural network that is able to classify images of handwritten digits into their respective classes (Image Classification). While starting with a very basic, shallow network, we gradually add depth and introduce convolutional layers to improve the performance of our model.
Finally, we will have a look at text classification and sentiment analysis. Using a labeled dataset by Yelp we will create a neural network that can detect the sentiment of a user review and improve our network by applying an attention mechanism.
For this workshop we only require participants to have a basic knowledge of Python in order to work on the hands-on coding exercises. If you do not have any coding experience you are still welcome to join the workshop as all the solutions will be shared at the end of the workshop.
The nexxworks Innovation Bootcamp
Nexxworks Innovation Bootcamps are intensive, 5-day perspective-shifting experiences with radical subjects and cases brought by top opinion leaders and successful entrepreneurs. They are designed to boost your organization’s disruptive innovation by showing your team the tools and the insights they need to innovate and experiment.