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AI 008
Data Model
Define how data is connected to each other and how they are processed and stored inside the system.
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You said the machine can learn the rules. So clearly, the rules do exist. We’re just not trying hard enough to find them.
The non-techie’s guide to machine learning
medium.com
Machine Learning
Linear Models
Data Model
highlighted by
Aki Yu
Developer
Imagine if you had built an artificial life simulator, and you sample a different neural network to control the behavior of each ant inside an ant colony. Using the Simple Evolution Strategy for this task will optimise for traits and behaviours that benefit individual ants, and with each successive generation, our population will be full of alpha ants who only care about their own well-being.
A Visual Guide to Evolution Strategies
blog.otoro.net
Neural Network
Data Model
Inspiration Content
highlighted by
Bo-Yi Wu
An unpredictable reward schedule is one of the basic mechanics in poker machines, and indeed many games. Because the time until a reward is given is uncertain, it keeps people interested in playing and therefore keeps them playing longer. Poker machine manufacturers refer to this as increasing the 'time on device'.
Hooked: how pokies are designed to be addictive
theguardian.com
User Journey
User Research
Data Model
highlighted by
Kevin Hon Chi Hang
Founder of Alphabag
When we train neural networks we usually use Gradient Descent to optimize the weights. At each iteration we use back-propagation to calculate the derivative of the loss function with respect to each weight and subtract it from that weight. Learning rate determines how quickly or how slowly you want to update your weight(parameter) values.
Everything you need to know about Neural Networks
hackernoon.com
Neural Network
Data Model
Education Content
highlighted by
Bo-Yi Wu
If you are working in artificial intelligence, now is the time to bring IoT into your thinking. After all, most of the data you use in your AI systems is generated and delivered by IoT.
AI and IoT: Together at Last
medium.com
Data Model
Artificial Intelligence
User Flow
highlighted by
Benson Shen
Copywriter
At Uber, event forecasting enables us to future-proof our services based on anticipated user demand. The goal is to accurately predict where, when, and how many ride requests Uber will receive at any given time.
Engineering Extreme Event Forecasting at Uber with Recurrent Neural Networks
eng.uber.com
Data Model
Neural Network
Supervised Learning
highlighted by
Aki Yu
Developer
Using names of billionaires I created their Forbes profile URLs and collected the data I needed using RSelenium and rvest. I’ll be frank. It was not sexy at all. I did a lot of Excel VLOOKUPS, manual inspections and string manipulation to get a workable data set.
A Data Driven Guide To Becoming a Consistent Billionaire
theartandscienceofdata.wordpress.com
Data Model
Infographics
Tracking & Analytics
highlighted by
Bo-Yi Wu
The first thing I tried was using an optical character recognition library called SwiftOCR. The problem with using SwiftOCR for my use case was that it is designed for reading strings (like giftcard codes) rather than individual numbers. I also couldn’t get it to differentiate between “this is an empty square” and “I couldn’t read this digit”.
Behind the Magic: How we built the ARKit Sudoku Solver
blog.prototypr.io
Supervised Learning
Data Model
Unsupervised Learning
highlighted by
Kevin Hon Chi Hang
Founder of Alphabag
In this guide we will train a Caffe model using DIGITS on an EC2 g2.2xlarge instance, convert it into a CoreML model using Apple’s coremltools and integrate it into an iOS app.
How to train your own model for CoreML
reza.codes
Education Content
Machine Learning
Data Model
highlighted by
Aki Yu
Developer
When we think about data in terms of design and innovation we should think of data as something that helps guide our decisions of what to do next, but at the same time, we shouldn’t let data decide for us.
The Importance of Data in Design
medium.com
Data Model
User Research
Ethnographic Research
highlighted by
Kevin Hon Chi Hang
Founder of Alphabag
Content addressing is the process of generating a unique address for a piece of content based on its value, rather than its location. We can do this with a hash function.
How Merkle trees enable the decentralized Web
taravancil.com
DecentralizedApplication (dApp)
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RA 008
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The steps a user performs to complete a task.
UX 009
Prototype
A later stage meant to give a close idea of the working product.
AD 005
Native App
A native app is an application program that developed for use on a particular platform or device.
AI 009
Supervised Learning
A machine learning task of inferring a function from labeled training data.
AI 010
Unsupervised Learning
A machine learning algorithm used to draw inferences from datasets consisting of input data without labeled responses.
AD 021
User Testing
Observe how your audience interacts with your product.