Fact-Based AI In A Nutshell

Using Fact-Based Modelling to Kickstart One-Shot Learning

An earlier article, Fact-Based AI — Improving on a Knowledge Graph, I provided a vision for Fact-Based Modelling’s future in AI while providing background knowledge to digest. Here we get straight to the facts.

It has become apparent within AI research that Machine Learning (ML), Deep Learning (DL), and Neural Networks, in general, are not mechanisms that lend themselves readily to “one-shot learning”.

Neural Networks, in general, must be trained on large sets of training data resulting in a mechanism which provides a probabilistic result based on live data that approximates the training data set.

Train a suitable neural network on a set of images of a panda, then provide a new image of a panda and the neural network will give a probability of what it believes the new image to be, and hopefully that prediction is ‘a panda’.

The less training data provided the neural network, no matter how optimised it is in its inner structure, the less chance that it will provide a favourable result. That is, you cannot reliably provide a suitable neural network with the picture of just one panda and expect it to recognise another and different picture of a panda. In general, it cannot learn a concept, or set of rules, in one shot.

This is heavily contrasted with human learning, in which a person can readily grasp and apply knowledge learned, having only been introduced to the problem space once. This is true over a vast domain of problem spaces.

One-shot learning is a recognised problem for Machine Learning and Deep Learning, and experts in the field are working on ways to overcome that problem. It seems unlikely to me that ML/DL strategies will get to Artificial General Intelligence (AGI) without some form of one-shot learning.

A problem within ML/DL approaches is that data, by way of accumulated weightings, is passed through a network of nodes and where little logic is applied to the data at each node, but rather statistics-based math is applied to the values of the accumulated weightings received by the node. The result of the applied statistical math over input data provides output data graded by probabilities, providing a probabilistic logic over the input data.

#fact-based-modelling #fact-based-ai #artificial-intelligence #machine-learning #ai

Willis  Mills

Willis Mills

1625065020

Skeleton UI Reanimated | React Native Animations

Starter Project : https://github.com/nathvarun/skeleton-ui-react-native-animated/tree/master

Learn how to create the skeleton ui animation using the react-native-reanimated api.

New To React Native?
React Native Foundation + Firebase + Redux :
https://www.udemy.com/course/react-native-foundation/?referralCode=687495CA6B80FFD08B88

Was it helpful?
Support : https://www.buymeacoffee.com/unsureprogammer

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#react native #skeleton #react native animations

Skeleton Loader: An overview, purpose, usage and design

In this era of digitalization, teams are focusing more on giving best experience to the users. So, user experience keeps on evolving, new methodologies and components are being adopted by the teams. One among them is Skeleton Loader which you might have seen on many web sites and mobile apps.

While building a product, we always try to ensure great performance from an API turnaround time, design and rendering point of view. But, no matter how hard we try there will always be a point where user has to wait. To provide best experience during this waiting is of utmost importance in evaluating the performance of the whole product. You must have seen different kinds of loaders on various websites, viz., spinner, progress bar, loading message etc.

Skeleton Loader is of same kind and to keep users involved in the process.

In this article, we will learn about Skeleton loader, its purpose, usage, and points to keep in mind while designing. Also, we will go through the practical implementation later.

#html-css #skeleton #css #c #c++

Willis  Mills

Willis Mills

1625068740

Skeleton UI Tutorial | React Native Animated

Learn how to create the skeleton ui animation using the react native animated api.

New To React Native?
React Native Foundation + Firebase + Redux :
https://www.udemy.com/course/react-native-foundation/?referralCode=687495CA6B80FFD08B88

Was it helpful?
Support : https://www.buymeacoffee.com/unsureprogammer

Twitter https://twitter.com/nathvarun
Instagram https://www.instagram.com/nathvarun25
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Contact unsureprogrammer@gmail.com

#react native #react native animated #skeleton #ui #tutorial #firebase

Effie  Predovic

Effie Predovic

1627287240

Implement Skeleton Loader with React using API

In this video, we are going to implement skeleton loader in React application with the help of Ant design and 3rd party fake api.

#react #api #skeleton