Data Cascades in Machine Learning
Nithya Sambasivan, Research Scientist, Google Research Data is a foundational aspect of machine learning (ML) that can impact performanc... (more…)
Read more »Back of the Envelope Machine Learning
A demo for thinking about how to use ML to steer decision making. Read more
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End to End Machine Learning: From Data Collection to Deployment
Today, we'll build an end to end machine learning application from scratch. To do this, we'll walk you through the process of collecting data, training a deep learning model, building a Dash application, putting everything in Docker and deploying to AWS. ... (more…)
Read more »Machine Learning: Contextual Bandit Algorithms with Vowpal Wabbit
In this post I discuss the Multi Armed Bandit problem and its applications to feed personalization. First, I will use a simple synthetic example to visualize arm selection in with bandit algorithms, I also evaluate the performance of some of the best know... (more…)
Read more »Machine Learning for Humans: how to learn better and faster?
Expose yourself to the most diverse, to the point, quality examples you can find, in a short time frame, in a good amount. (more…)
Read more »ML-Fairness-Gym: A Tool for Exploring Long-Term Impacts of Machine Learning
Posted by Hansa Srinivasan, Software Engineer, Google Research Machine learning systems have been increasingly deployed to aid in high-i... (more…)
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