Algorotoscope

Using Machine Learning to shine a light on the bias and exploitation woven into the world we see online — one distorted image at a time.

American Dream

American Dream

Behaviorism

Behaviorism

Birth of a Nation

Birth of a Nation

Blue Circuit

Blue Circuit

Braceros Domingo Ulloa

Braceros Domingo Ulloa

California By Train

California By Train

Citizenship

Citizenship

Copper Circuit

Copper Circuit

Eugenics

Eugenics

Every Sunday Morning

Every Sunday Morning

Francis Williams

Francis Williams

Gone With The Wind

Gone With The Wind

Immigration

Immigration

John Wayne

John Wayne

Nazi Invasion

Nazi Invasion

New York Worlds Fair

New York Worlds Fair

Normal Rockwell Ruby Bridges

Normal Rockwell Ruby Bridges

Oakland California

Oakland California

Persistence of Memory

Persistence of Memory

Russian Propaganda

Russian Propaganda

Socialism

Socialism

Uncle Sam

Uncle Sam

Yellow Journalism

Yellow Journalism

After the 2016 election I found myself extremely depressed, and to help occupy my brain I began to play with the machine learning platform Tensorflow, immersing myself in understanding how I could apply texture-transfer machine learning to videos and images. I started with a lot of my drone footage, transforming it into cartoon-like landscapes, then quickly began playing with still images, applying potentially meaningful transfers that would augment and evolve the photos I have taken. I use these images in my stories across API Evangelist, Kin Lane, and other blogs to help show how algorithms are being used to distort how we see the world.

While not as depressed and shocked as I was in 2016, in 2026 I am deeply disappointed in the people of the United States of America. I just can't fathom why people would vote for Trump. I'll be doing more writing and exploring how I feel, but I think my Algorotoscope work will only become more relevant as we all work through the next four years. I will keep using my images and storytelling to shine a light on the bias and exploitation that exists on the Internet, and ironically I will keep using AI to highlight the trouble that is continuing to build with APIs and AI. I am glad to have this visual outlet for my work, and enjoy getting to know my photos, as well as creating and applying the AI models I have developed to making technology more visible around us.

I'm adding images regularly, and using them as part of my storytelling in hopes of demonstrating how algorithms are distorting the world around us each day in the online world we live in. My goal is to help make us aware in real time that algorithms are impacting our digital and even our physical worlds. My images do not always look pretty, but I try to make sure they have meaning and push forward the conversation in some way.

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