Is Leaky ReLU Actually an Improvement Over ReLU?

TL;DR: The premise for Leaky ReLU is that ReLU has a problem of being bounded on only one side and that any negative number has an output of 0, ‘killing’ the neuron. Leaky ReLU theoretically should perform better, but is relatively the same in practice because the dead neuron problem is not common and can be remedied through other more mainstream methods.

The Rectified Linear Unit, abbreviated as ReLU, has shown incredible results when abundantly used in deep neural networks. Perhaps what is shocking about this success is that it is so simple: essentially a line bent at the origin such that the left half is y = 0 and the right is y = x.

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#artificial-intelligence #machine-learning #ai #deep-learning #data-science

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Is Leaky ReLU Actually an Improvement Over ReLU?

Is Leaky ReLU Actually an Improvement Over ReLU?

TL;DR: The premise for Leaky ReLU is that ReLU has a problem of being bounded on only one side and that any negative number has an output of 0, ‘killing’ the neuron. Leaky ReLU theoretically should perform better, but is relatively the same in practice because the dead neuron problem is not common and can be remedied through other more mainstream methods.

The Rectified Linear Unit, abbreviated as ReLU, has shown incredible results when abundantly used in deep neural networks. Perhaps what is shocking about this success is that it is so simple: essentially a line bent at the origin such that the left half is y = 0 and the right is y = x.

Image for post

#artificial-intelligence #machine-learning #ai #deep-learning #data-science

Brandon  Adams

Brandon Adams

1625585580

How to Build an Alexa Skill that Actually Works

Learn how to make an Alexa Skill in this programming tutorial. Understand the control flow of an Amazon Alexa application and discover how to create a voice user interface (VUI). Learn how to create a Lambda function with JavaScript, Node.js, and AWS.

Need an Amazon Alexa-enabled / Echo device? Buy from my Amazon Storefront https://www.amazon.com/shop/blondiebytes

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Older Alexa Videos:
How to Create an Alexa Skill: Part 1 - Speech Interface: https://youtu.be/d12DhlFVERc
How to Create an Alexa Skill: Part 2 - Lambda Function: https://youtu.be/5zsKViLKhi0
Make HTTP / HTTPS GET Requests in an Alexa Skill in 16 minutes: https://youtu.be/4Jdo85l1OI8

Also check out…
Make a Google Action https://youtu.be/03i5LoO_neU
What is a Framework? https://youtu.be/HXqBlAywTjU
What is a JSON Object? https://youtu.be/nlYiOcMNzyQ
What is an API? https://youtu.be/T74OdSCBJfw
What are API Keys? https://youtu.be/1yFggyk--Zo
Using APIs with Postman https://youtu.be/0LFKxiATLNQ

Check out my podcast The Programmer Toolbox. If you leave us a written review on Apple Podcasts, we’ll send you a free The Programmer Sticker. Just send us your mailing address at theprogrammertoolbox@gmail.com and we’ll send it right out. https://www.bit.ly/programmertoolbox

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Check out my Python Basics course on Highbrow!
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Want to BINGE?? Check out these playlists…

Quick Code Tutorials: https://www.youtube.com/watch?v=4K4QhIAfGKY&index=1&list=PLcLMSci1ZoPu9ryGJvDDuunVMjwKhDpkB

Command Line: https://www.youtube.com/watch?v=Jm8-UFf8IMg&index=1&list=PLcLMSci1ZoPvbvAIn_tuSzMgF1c7VVJ6e

30 Days of Code: https://www.youtube.com/watch?v=K5WxmFfIWbo&index=2&list=PLcLMSci1ZoPs6jV0O3LBJwChjRon3lE1F

Intermediate Web Dev Tutorials: https://www.youtube.com/watch?v=LFa9fnQGb3g&index=1&list=PLcLMSci1ZoPubx8doMzttR2ROIl4uzQbK

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#blondiebytes #alexa skill #actually works #how to build an alexa skill that actually works

Sahil Kataria

Sahil Kataria

1602848501

How to Improve and Enhance your Website for Better Business Results

By following some of the modern design trends, you can enhance and improve your website navigation and user experience for better business results. Read this blog to get the tips for a better website for better results.

#how to improve user experience on website #tips for making a good website #how to improve a website performance #how to modernise a website

Gerhard  Brink

Gerhard Brink

1624068720

How Big Data Analytics Can Be Used to Improve Customer Experience?

The world today is bombarded with continuously growing big data sets. This large amount of data is being produced every minute by businesses as well as individuals. Processing such voluminous data requires advanced analytics solutions. This is where big data analytics comes in, playing an indispensable role in analysing big data sets to uncover information.

So, What is Big Data Analytics?

How Big Data Analytics Can Help Improve Customer Experience?

#big data #latest news #how big data analytics can be used to improve customer experience? #improve customer experience #big data analytics #customers

Ian  Robinson

Ian Robinson

1625011740

Real-Time Data Analytics: Guiding and Improving Business Decisions

Real-time data analytics help in improving business operations by analyzing and processing data chunks to provide instant insights.

Data, also known as the digital currency, is the fuel for modern businesses. The present-day enterprises are constantly bombarded with a humongous amount of data, which needs to be collected, processed, and analyzed. Hence, it is difficult to deliver useful business outcomes instantly. Real-time data analytics resolves the time lag between data collection and processing.

Gartner defines real-time analytics as, “the discipline that applies logic and mathematics to data to provide insights for making better decisions quickly. For some use cases, real-time simply means the analytics is completed within a few seconds or minutes after the arrival of new data.”

Accuracy and speed are crucial in data analytics. The modern business world needs real-time data analytics to efficiently deliver information, minimize costs and downtimes, and improve business decisions.

Benefits of Real-Time Data Analytics

#big data #latest news #real-time data analytics #improving business decisions #guiding #real-time data analytics: guiding and improving business decisions