Shairoz Sohail – Medium

Shairoz Sohail

Generating 3D Models with Deep Learning (part 1)

i.e How the AI merchants of the metaverse will automatically create new stuff just for you

9 min readFeb 28, 2022

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Generating 3D Models with Deep Learning (part 1)

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Shairoz Sohail

Contrastive Representation Learning — A Comprehensive Guide (part 2, scoring representations)

What’s in a name?

9 min readDec 31, 2021

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Contrastive Representation Learning — A Comprehensive Guide (part 2, scoring representations)

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Shairoz Sohail

Contrastive Representation Learning — A Comprehensive Guide (part 1, foundations)

Turns out, telling things apart is a good way to understand the world

21 min readDec 27, 2021

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Contrastive Representation Learning — A Comprehensive Guide (part 1, foundations)

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Shairoz Sohail
in
GeoAI

Change Detection of Structures in Panchromatic Imagery

Fine-tuning a deep learning model for building footprints to be used for automatically counting new buildings in temporal panchromatic…

17 min readFeb 17, 2021

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Change Detection of Structures in Panchromatic Imagery

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Shairoz Sohail

Exploring Deep Embeddings

Visualizing Pytorch Models with Tensorboard’s Embedding Viewer

7 min readJan 2, 2021

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Exploring Deep Embeddings

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Shairoz Sohail

Reading and Categorizing Scanned Documents using Deep Learning

To many people’s dismay, there is still a giant wealth of paper documents floating out there in the world. Tucked into corner drawers…

6 min readAug 4, 2020

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Reading and Categorizing Scanned Documents using Deep Learning

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Shairoz Sohail
in
GeoAI

Geospatial Natural Language Processing

How much text and audio content have you consumed this week? Maybe you read a news article on “Flattening the Curve” and watched a Youtube…

13 min readApr 28, 2020

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Geospatial Natural Language Processing

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Shairoz Sohail
in
GeoAI

AI For Good — Disaster Response

With all the discussions about the dangers and ethics around emerging artificial intelligence technologies, we sometimes forget all the…

19 min readJan 27, 2020

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AI For Good — Disaster Response

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Shairoz Sohail

A Survey of Visual Attention Mechanisms in Deep Learning

An overview of major developments and research papers in the last decade pertaining to attention mechanisms applied to computer vision

22 min readDec 5, 2019

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A Survey of Visual Attention Mechanisms in Deep Learning

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Shairoz Sohail

A Comprehensive Introduction to Linear Regression

In predicting real world events, there’s two main types of outcomes we can use to cover most questions. If the outcome we’re trying to…

22 min readJun 3, 2018

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A Comprehensive Introduction to Linear Regression

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Shairoz Sohail

Shairoz Sohail

AI scientist and researcher developing methods for automated visual recognition/understanding and detecting patterns in geospatial phenomena.

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