Tag: Ai and 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 ai-and-machine-learning data-and-analytics
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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 ai-and-machine-learning product-and-design data-and-analytics
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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-and-analytics leadership-and-career ai-and-machine-learning software-engineering
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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-and-analytics cloud-and-infrastructure ai-and-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 ai-and-machine-learning data-and-analytics 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 ai-and-machine-learning data-and-analytics backend-development
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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 data-and-analytics ai-and-machine-learning architecture-and-apis cloud-and-infrastructure
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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 ai-and-machine-learning data-and-analytics
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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 frontend-and-mobile ai-and-machine-learning product-and-design software-engineering
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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 software-engineering architecture-and-apis ai-and-machine-learning cloud-and-infrastructure
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Behavior-Based attribution using Google BigQuery ML
Posted on February 12, 2020, Level intermediate Resource Length medium
Constantine Yurevich is author of this article in which he argues why you should create a custom attribution tool. With out-of-the-box tools, you're limited by their functionality, data transformations, models, and heuristics.
Tags data-and-analytics ai-and-machine-learning cloud-and-infrastructure
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Quantum computing for the very curious
Posted on February 2, 2020, Level intermediate Resource Length long
If aliens have computers, it's because computers are the answer to a question that naturally occurs to both human and alien civilizations. By Andy Matuschak and Michael Nielsen.
Tags how-to cloud-and-infrastructure data-and-analytics ai-and-machine-learning software-engineering