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Combining Human
and Machine
Intelligence
With Human-in-the-Loop Machine
Learning. Take 42% off by entering
slmunro into th...
The full cycle of Machine Learning
Human-in-the-Loop Machine
Learning is a practical guide to
optimizing the entire machin...
Learn new techniques
Human-in-the-Loop Machine Learning goes deep into topics like
Uncertainty Sampling, Diversity Samplin...
Leverage your time and effort
Most machine learning projects do not
have the time or budget for human input
on every data ...
A complete guide
Human-in-the-Loop Machine Learning is a
guide to optimizing the human and machine
parts of your machine l...
Learn from an expert
Robert Munro has built Annotation, Active Learning, and machine learning
systems with machine learnin...
If you want to learn more
about the book, check it
out on liveBook here.
Take 42% off Human-in-the-Loop
Machine Learning b...
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Human-in-the-Loop Machine Learning: man and machine in harmony

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How humans and machines should work together to solve problems is one of the most important questions in technology. However, in machine learning, the accuracy of innovative algorithms often end up with the most attention. But to build the most accurate model quickly you also need clean, relevant, correctly-labeled data for your system to train on. Human-in-the-Loop Machine Learning is a practical guide to optimizing the entire machine learning process, including techniques for annotation, sampling, and even using ML systems to help automate the process.

Learn more about the book here: https://bit.ly/2JFvmJg

Published in: Software
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Human-in-the-Loop Machine Learning: man and machine in harmony

  1. 1. Combining Human and Machine Intelligence With Human-in-the-Loop Machine Learning. Take 42% off by entering slmunro into the discount code box at checkout at manning.com.
  2. 2. The full cycle of Machine Learning Human-in-the-Loop Machine Learning is a practical guide to optimizing the entire machine learning process, including techniques to sample data with Active Learning, annotation design to create clean training data and Transfer Learning to adapt existing models to new tasks.
  3. 3. Learn new techniques Human-in-the-Loop Machine Learning goes deep into topics like Uncertainty Sampling, Diversity Sampling and Transfer Learning.
  4. 4. Leverage your time and effort Most machine learning projects do not have the time or budget for human input on every data point, and so need strategies for deciding which data points are the most important for human review. Ongoing human involvement with the right interfaces expedites the iterative process of identifying labeling the right data.
  5. 5. A complete guide Human-in-the-Loop Machine Learning is a guide to optimizing the human and machine parts of your machine learning systems, to ensure that your data and models are correct, relevant, and cost-effective. By the time you’re done, you’ll be able to design machine learning systems that automatically select the right data for humans to review and ensure that those annotations are accurate and useful, for any machine learning architecture.
  6. 6. Learn from an expert Robert Munro has built Annotation, Active Learning, and machine learning systems with machine learning-focused startups and with larger companies including Amazon, Google, IBM, and most major phone manufacturers. He holds a PhD from Stanford focused on Human-in-the-Loop machine learning for healthcare and disaster response, and is a disaster response professional in addition to being a machine learning professional.
  7. 7. If you want to learn more about the book, check it out on liveBook here. Take 42% off Human-in-the-Loop Machine Learning by entering slmunro into the discount code box at checkout at manning.com.

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