#activation function

[chronicsymptomsyndrome]

yay water

time to drink water woo hoo yay

[ingoampt]

Activation function progress in deep learning, Relu, Elu, Selu, Geli , mish, etc - include table and graphs - day 24

Activation Function Formula Comparison Why (Problem and Solution) Mathematical Explanation and Proof Sigmoid \(\sigma(z) = \frac{1}{1 + e^{-z}}\) – Non-zero-centered output – Saturates for large values, leading to vanishing gradients Problem: Vanishing gradients for large positive or negative inputs, slowing down learning in deep networks. Solution: ReLU was introduced to avoid the saturation…

[stemmmm]

the scene people keep screaming about from chapter 5 of theseus' guide

[softlabsgroup05]

Use this mind map to learn about the fundamentals of artificial intelligence related to convolutional neural networks (CNNs). CNNs are essential for machine learning and computer vision, but their complex structures and functions are made simple with this visual explanation. For students who are keen to learn how CNNs analyze images, this is ideal. To see more instructive images like this one, follow Softlabs Group. Our commitment is to disseminating intelligent AI and technology content. Follow along and let us help you succeed in your education.

[ilovecatfr]

Me when some shifters act like this reality is special

[anshulinsideaiml]

Understanding the Tanh Activation Function: A Comprehensive Guide

Introduction:

The tanh activation function is a widely used mathematical function in the field of artificial neural networks. It plays a crucial role in transforming input values into output values within the desired range. In this blog post, we will explore the intricacies of the tanh activation function, its advantages, and how it can be leveraged to optimize machine learning models.

Understanding the Tanh Activation Function:

The tanh activation function, short for hyperbolic tangent, is a non-linear function that maps its input to a range between -1 and 1. It is symmetric around the origin, which means tanh(-x) = -tanh(x). This property makes it suitable for modeling symmetric data patterns.

Benefits of the Tanh Activation Function:

Non-linearity: The tanh function introduces non-linearity into the neural network, enabling it to learn and represent complex relationships between inputs and outputs.

Symmetry: The symmetric nature of the tanh activation function allows it to capture both positive and negative values effectively, making it ideal for tasks that involve balanced data distributions.

Smoothness: Unlike the step function, tanh provides smooth transitions between its outputs, facilitating more stable and continuous learning in neural networks.

Usage of Tanh Activation Function in Neural Networks:

The tanh activation function is commonly used in various parts of a neural network, including hidden layers and recurrent neural networks (RNNs). Its ability to handle both positive and negative values makes it suitable for modeling intricate data patterns and avoiding the vanishing gradient problem.

FAQs about the Tanh Activation Function:

Q: Is the tanh activation function suitable for all types of neural networks? A: While the tanh activation function can be effective in many scenarios, it may not be the best choice for networks with highly imbalanced data or networks that require outputs outside the -1 to 1 range.

Q: How does the tanh activation function differ from the sigmoid function? A: The main difference lies in the range of outputs. While the sigmoid function maps inputs to a range between 0 and 1, the tanh function maps inputs to a range between -1 and 1.

Conclusion:

In conclusion, the tanh activation function is a valuable tool in the realm of neural networks. Its non-linearity, symmetry, and smoothness make it an excellent choice for modeling complex data patterns. By understanding the strengths and limitations of the tanh activation function, you can leverage it effectively to enhance the performance of your machine learning models.

Remember, choosing the right activation function is crucial in building powerful neural networks. The tanh activation function offers unique advantages and should be considered when designing models for specific applications.

By incorporating the tanh activation function into your neural networks, you can unlock their full potential and achieve better accuracy and generalization in your machine learning tasks.

for more updates visit InsideAIML

[poorly-drawn-mdzs]

MDZS Severance AU: Get me out of here.

[marzipanandminutiae]

why are skirts inherently evil and oppressive in historical fiction until men are wearing them

I've never heard anyone going on at length about how Universally ImpracticalTM the garb of a Scotsman or an ancient Roman politician are

suddenly everyone has a concept of situational practicality that previously was not there

[solarpunkani]

Late night wishful thinking but like

I think planting funky things around retention ponds should be more normalized!!

Like okay I get it retention ponds are meant to hold the runoff water from parking lots and drive throughs and the like so they aren’t exactly the cleanest water around. But like!!! Maybe this is different in other areas, but the only plants I ever see grow around retention ponds are cattails!! Which, like, are fine and great and dandy lets go cattails, but like

Where’s the whimsy?? Where are the flowers?? If I’ve got to see retention ponds whenever I go to a store or drive down the highway or pick up food for my mom, at least bring in some flowers!!

And it’ll benefit so much! A wider variety of plants can make it a more welcoming home to wildlife! Maybe the plants will filter some of the runoff stuff and the water can then be nicer for even more wildlife! Maybe the flowers can be a nice food source for butterflies and bees on their journeys and day trips!! And humans like seeing things be pretty!

Maybe its easier said than done! Maybe most places already do this and its just my city or state that doesn’t really I’d be willing to believe that! But lets get some color in these goddamn retention ponds!!

Swamp milkweed! Aquatic milkweed! Pickerelweed! Water lilies! Irises! Cardinalflower! Fuck it, put some goddamn duckweed in there!! Get some color in those things or so help me!!

[annabelle--cane]

in isolation I think it's fine as a writing move for sasha and melanie to misattribute people weird to them at their Spooky Jobs as being because of misogyny, that is a reasonable conclusion for those characters to make when they are unaware of the Spooky Reasons that people don't want them involved, but alas it leads to this weird thing I see sometimes where fans get boiling mad at these characters and start saying "this stupid bitch thinks she's experiencing discrimination in the workplace when akshually she's being iced out for completely logical reasons due to her lack of skills, something she might realize if she weren't so self-centered with such a massive victim complex." like guys. you don't actually need to say this.

[ingoampt]

Day 12 _ Activation Function, Hidden Layer and non linearity

Understanding Non-Linearity in Neural Networks – Part 1 Understanding Non-Linearity in Neural Networks – Part 1 Non-linearity in neural networks is essential for solving complex tasks where the data is not linearly separable. This blog post will explain why hidden layers and non-linear activation functions are necessary, using the XOR problem as an example. What is Non-Linearity? Non-linearity…

[benevolenterrancy]

@fluffypurpleglitterdemon hey. hey. i just want to talk.

[alex2xander]

Shout out to all the tumblr users dealing with daily fatigue and severe depression.

Respect to those who have medium and high support needs who need assistance with bodily functions.

Love to those who cannot safely leave their bedrooms or home due to the pandemic and lack of societal support.

Care to those who spend the majority of their life online because this is the only way they can socialize with the outside world

There are so many of us trying to make it day to day. I love you and you're not alone in this.

I love you people who have to be carried, lifted, or escorted in mobility aids to do daily living tasks

I love you people who depend entirely on your cariers and personal aids for every function

I love you people who haven't been able to shower in over a week and therefore have tangled or matted hair and body odour

I love you people who have been wearing the same clothes for over a week

I love you people who dont have the energy to get out of bed to use the bathroom and need to use diapers or a bed pan

I love you people who havent been able to cook their own meal in months

I love you people who have piles of dirty clothes and trash scattered around their room

I love you people who uncontrollably drool on yourself and your property

I love you people who have slowly lost mobility and function over time and are adjusting to their new life

[grif-hawaiian-rolls]

You're my dad! Boogie woogie woogie

Species swap au, anyone?

Sangheili Tucker and human Junior

[fehck]