The Conference for Machine Learning Innovation

Image Recognition with OpenCV and TensorFlow Workshop

Workshop
Join the ML Revolution!
Register until October 20:
✓ Save up to $233
✓ Team discount
✓ Extra Specials for Freelancers
Register Now
Join the ML Revolution!
Register until October 20:
✓ Save up to $233
✓ Team discount
✓ Extra Specials for Freelancers
Register Now
Join the ML Revolution!
Register until November 03:

✓ Save up to €494
✓ 10% Team Discount✓ Special discount for freelancers
Register Now
Join the ML Revolution!
Register until November 03:

✓ Save up to €494
✓ 10% Team Discount✓ Special discount for freelancers
Register Now
Join the ML Revolution!
Until the Conference starts:
✓ Group discount
✓ Special discount for freelancers
Register Now
Join the ML Revolution!
Until the Conference starts:
✓ Group discount
✓ Special discount for freelancers
Register Now
Infos
Friday, December 2 2022
09:00 - 12:30

Recognizing what is in an image is a common task. Applications range from simple classification to extracting multiple objects even in video.
In the Python world there are two standard libraries for this. On one hand there is OpenCV for classic image processing
and on the other hand we have TensorFlow with its Keras API for the machine learning to do pattern matching.
In this hands-on workshop you will learn when to use which library and how to use it.

Session outline
– Getting started
– introduction to image recognition
– scope of the libraries
– preparing hands-on: setting it up on Co
– internal structures of images
– regions of interest (ROI)
– filtering and detection
– hands-on: detect and extract ROIs from images
– Deep Learning using TensorFlow
– when do we need deep learning
– from filters to convolutional networks
– hands-on: understanding convolutional neural networks
– what architecture to use
– how to know if we are fitting the right parts
– hands-on: using neural networks to classify ROIs
– Closing
– wrap up
– what else is there? from Transformers to DALL-E
– open questions

All hands-on exercises are on Colab notebooks, so all you need is a laptop, a recent version of a Chrome browser, and a Google account.

This Session belongs to the Diese Session gehört zum Programm vom BerlinBerlin program. Take me to the program of . Hier geht es zum Programm von Singapore Singapore .

Take me to the full program of Zum vollständigen Programm von Berlin Berlin .

This Session belongs to the Diese Session gehört zum Programm vom BerlinBerlin program. Take me to the program of . Hier geht es zum Programm von Munich Munich .

This Session Diese Session belongs to the gehört zum Programm von BerlinBerlin program. Take me to the current program of . Hier geht es zum aktuellen Programm von Singapore Singapore , Berlin Berlin or oder Munich Munich .

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