Tag: Machine learning
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Training a deep CNN to learn about galaxies in 15 minutes
Posted on June 17, 2020, Level advanced Resource Length long
Let's train a deep neural network from scratch! In this post, I provide a demonstration of how to optimize a model in order to predict galaxy metallicities using images, and I discuss some tricks for speeding up training and obtaining better results. By John F Wu.
Tags big-data machine-learning data-science python
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Conversational AI updates that help you build sophisticated and personalized experiences
Posted on May 31, 2020, Level beginner Resource Length long
Now, more than ever, developers need to respond to the rapidly increasing demand from customers for support and accurate information - meeting them where they are – any time of the day and on an expanding range of platforms and devices. Azure AI has met unprecedented demand, underpinning over 1500 Covid-19 related bots via the Microsoft Health Bot service alone, in addition to the over 1.25 billion messages per month already handled by Azure Bot Service. By GaryPrettyMsft.
Tags big-data robotics iot azure machine-learning
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The nature of machine learning projects
Posted on May 29, 2020, Level beginner Resource Length short
Michael Ohlsson article about building a data-driven product. Building a data-driven product differs in many ways from how one would create a more conventional software product. A machine learning system is still a software system, but the process to develop the system is different.
Tags machine-learning big-data data-science
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Agile and Intelligent Locomotion via Deep Reinforcement Learning
Posted on May 8, 2020, Level advanced Resource Length long
Recent advancements in deep reinforcement learning (deep RL) has enabled legged robots to learn many agile skills through automated environment interactions. In the past few years, researchers have greatly improved sample efficiency by using off-policy data, imitating animal behaviors, or performing meta learning. Posted by Yuxiang Yang and Deepali Jain, AI Residents, Robotics at Google.
Tags machine-learning app-development big-data data-science
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How to use Roam Research: a tool for metacognition
Posted on April 24, 2020, Level beginner Resource Length long
A few weeks ago I discovered Roam which brands itself as "a note-taking tool for networked thought." Let's have a look at how to use Roam Research to achieve your personal growth goals. Written by Anne-Laure Le Cunff.
Tags data-science big-data management machine-learning software
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Google engineers 'mutate' AI to make it evolve systems faster than we can code them
Posted on April 23, 2020, Level beginner Resource Length short
Much of the work undertaken by artificial intelligence involves a training process known as machine learning, where AI gets better at a task such as recognising a cat or mapping a route the more it does it. Now that same technique is being use to create new AI systems, without any human intervention. By David Nield.
Tags data-science big-data google machine-learning
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Building data pipeline 101
Posted on April 11, 2020, Level beginner Resource Length medium
Haridas N is author of this article about data pipelines and how machine learning (ML) helps businesses manage, analyze, and use data more effectively than ever before.
Tags machine-learning big-data data-science miscellaneous
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Autoencoders with Keras, TensorFlow, and Deep Learning
Posted on April 10, 2020, Level advanced Resource Length medium
In this tutorial, you will learn how to implement and train autoencoders using Keras, TensorFlow, and Deep Learning. Author discusses what autoencoders are, including how convolutional autoencoders can be applied to image data. Also more about the difference between autoencoders and other generative models, such as Generative Adversarial Networks (GANs). By Adrian Rosebrock.
Tags machine-learning big-data data-science python
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Announcing TensorFlow Quantum: An open source library for quantum machine learning
Posted on March 10, 2020, Level beginner Resource Length medium
Machine learning (ML), while it doesn't exactly simulate systems in nature, has the ability to learn a model of a system and predict the system's behavior. Over the past few years, classical ML models have shown promise in tackling challenging scientific issues, leading to advancements in image processing for cancer detection, forecasting earthquake aftershocks, predicting extreme weather patterns, and detecting new exoplanets. Posted by Alan Ho, Product Lead and Masoud Mohseni, Technical Lead, Google Research.
Tags big-data machine-learning software-architecture google
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How to teach Artificial Intelligence
Posted on February 22, 2020, Level intermediate Resource Length short
Tom Vander Ark writes about the future of learning, work and human development. Here we have his thoughts on how to teach Artificial intelligence (AI).
Tags machine-learning big-data data-science
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The magic of generating an Xcode project
Posted on February 21, 2020, Level intermediate Resource Length short
Planet Earth vs. Jupiter. There is the same order of magnitude between the ratio of these two planets and the amount of code that defined the SoundCloud iOS project before -- Jupiter -- and after -- Earth -- generating it using Tuist. By Andrea Cipriani.
Tags ios machine-learning app-development programming
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Mathematicians are studying planet-sized Quantum Computers with God-like powers
Posted on February 13, 2020, Level intermediate Resource Length medium
New research has exploded the space of problems that quantum computers can efficiently verify, simultaneously knocking down milestone problems in quantum physics and math. By Mordechai Rorvig.
Tags programming software-architecture machine-learning cloud