Data Science Project Example Start to Finish (Deep Learning Image Classifier)
In this video I do a Complete Data Science Project Example from start to finish. This is the type of project that you could put in your portfolio or on your resume.
I have been asked quite a bit to do an end-to-end data science project. This is a simple project that leverages deep learning for image classification. Data science projects don't all have to be overwhelmingly difficult and take a tremendous amount of time. Something like this, that produces a good solution to an interesting problem are just as valuable.
For this project I use google collab and fastai for the deep learning portion. These tools make it easy to do a deep learning project and get dependable results. fastai is built on top of pytorch, and abstracts away many of the overly complex parts of deep learning. I highly recommend their free MOOC, linked below.
In this project, we use a convolutional neural net (CNN), that was trained on the resnet dataset. With this, we can use transfer learning to produce a good result with little additional training.
github repo: https://github.com/PlayingNumbers/bal...
fastai course repo: https://github.com/fastai/course-v3/b...
fastai course: https://www.fast.ai/
fatkun plugin for image downloads: https://chrome.google.com/webstore/de...
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