Pie & AI: Grenoble - Running machine learning models in the browser

Pie & AI by DeepLearning.AI community

Learn how to run inference of machine learning and deep learning models locally in the browser. This event is on-size only.

La Turbine.coop

Pie &amp; AI is a series of DeepLearning.AI meetups independently hosted by community groups. This event is hosted by Romain Clement &amp; Pierre-Loïc Bayart. Special thanks for their support!Learn how to run inference of machine learning and deep learning models locally in the browser.The event is on-site only. Event Agenda19H00 - 19H05: Introduction 19H05 - 20H00: Talk + Q&A 20H00 - 21H00: Networking Training machine learning models usually requires a great amount of computing power and is performed on powerful computing resources. However, running inference on trained models does not require such a powerful setup. Most of the trained models are deployed on a server and inference is ran on some backend service such as a REST API. What if these models could be executed directly inside a web browser? This change of paradigm could have a great impact on required computing resources but also on data privacy. After a brief recap of the machine learning process, we will go through the possibilities offered by some recent technologies, ONNX and WebAssembly, enabling the inference of trained models in the browser directly. Examples will be illustrated using the Scikit-Learn and Keras frameworks, for both classical machine learning and deep learning use-cases. Attendees are encouraged to bring their laptops in order to try-out the provided examples.For learners of all levels. Romain Clement Freelance engineer and trainer in Data / AI, specializing in industrialization processes of machine learning applications, and organizer of the Python Meetup Grenoble. LinkedIn: https://www.linkedin.com/in/romainclement/ Pierre-Loïc Bayart Pedagogical research engineer in artificial intelligence at the MIAI Grenoble, and organizer of the Python Meetup Grenoble. LinkedIn: https://www.linkedin.com/in/pierreloicbayart/

About Pie &amp; AI: Pie &amp; AI is a series of DeepLearning.AI meetups independently hosted by our global AI community. Events typically include conversations with leaders in the world, thought-provoking discussions, networking opportunities with your fellow learners, hands-on project practice, and pies (or other desserts you prefer.)If you are interested in hosting a local Pie &amp; AI event for us in other cities and becoming one of our global ambassadors, send us a note at events@deeplearning.ai!Pie &amp; AI: Pune - AI Hackathon is hosted by Aditya Kabra and Malav Warke in collaboration with eChai. Special thanks for their support!Course Promo CodeAfter the event, we will provide a limited number of promotional code for attendees who complete a post-event survey sent by DeepLearning.AI. With this promo code, learners can avail 50% off the first month subscription for any DeepLearning.AI course on Coursera. You can check out a full list of courses <a href="https://bit.ly/3904zng" title="https://bit.ly/3904zng" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">here</a>.