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Repository for the Python PH talk about Deep Learning for Unstructured Data: Application on Image Search

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Deep Learning for Image Search

This is the repository for the Python PH talk about Deep Learning for Unstructured Data: Application on Image Search

I was fortunate enough to be able to share my expertise with Deep Learning at one of the PythonPH's meetups in partnership with Kalibrr.

I talked about how we can leverage Python and its rich scientific and data analysis toolkits to create a working image search engine. I also emphasized the importance of abstract vector spaces and the general technique of joint training of different models to merge two different vector spaces.

Model examples

image-query

Results

image-results

Query by text

text-query

Results

text-results

The link above presents an overview on machine learning, deep learning, unstructured data, and how Python as a programming language serves as a universal tool for applying deep learning and data processing to real-world problems.

The link to the demo contains technical details in building a working protoype for an Image Search Engine with unsupervised image-title-caption dataset scraped from the internet.

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