94 articles

📰 Dev.to · Rijul Rajesh

Articles from Dev.to · Rijul Rajesh · 94 articles · Updated every 3 hours · View all reads

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Exploring the Softmax Function (Part 2): Formula, Derivatives, and Why Argmax Fails in Backpropagation
Dev.to · Rijul Rajesh 2mo ago
Exploring the Softmax Function (Part 2): Formula, Derivatives, and Why Argmax Fails in Backpropagation
In the previous article, we covered the Softmax function with an example. Now, let’s generalize...
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Exploring the SoftMax Function: The Better Way to Interpret Neural Network Outputs
Dev.to · Rijul Rajesh 2mo ago
Exploring the SoftMax Function: The Better Way to Interpret Neural Network Outputs
In the previous article, we looked into the ArgMax function, how it is used, and its limitations. In...
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Understanding the ArgMax Function in Neural Networks: A Handy Simplification for Prediction
Dev.to · Rijul Rajesh 2mo ago
Understanding the ArgMax Function in Neural Networks: A Handy Simplification for Prediction
In the previous articles related to multiple input and output nodes for predicting the Iris species,...
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Understanding Multiple Inputs in Neural Networks (With Python Examples) — Part 3
Dev.to · Rijul Rajesh 2mo ago
Understanding Multiple Inputs in Neural Networks (With Python Examples) — Part 3
In the previous article, we plotted the surface for predicting Setosa. Let’s get this in action....
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Understanding Multiple Inputs in Neural Networks (With Python Examples) — Part 2
Dev.to · Rijul Rajesh 2mo ago
Understanding Multiple Inputs in Neural Networks (With Python Examples) — Part 2
In the previous article, we plotted a surface using inputs related to Petal Width and Sepal Width to...
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Understanding Multiple Inputs in Neural Networks - With Python Examples
Dev.to · Rijul Rajesh 2mo ago
Understanding Multiple Inputs in Neural Networks - With Python Examples
In our earlier examples, we only had one input. But in reality, one input wouldn't suffice as...
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Understanding ReLU Through Visual Python Examples
Dev.to · Rijul Rajesh 2mo ago
Understanding ReLU Through Visual Python Examples
In the previous articles, we used backpropagation and plotted graphs to predict values correctly. In...
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Understanding Backpropagation with Python Examples — Part 3
Dev.to · Rijul Rajesh 2mo ago
Understanding Backpropagation with Python Examples — Part 3
In the previous article – Part 2 of this series, we plotted the graph of Sum of Squared Residuals...
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Understanding Backpropagation with Python Examples — Part 2
Dev.to · Rijul Rajesh 3mo ago
Understanding Backpropagation with Python Examples — Part 2
In the previous article – Part 1 of this series, we took the weights and biases, plotted our curve,...
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Understanding Backpropagation with Python Examples — Part 1
Dev.to · Rijul Rajesh 3mo ago
Understanding Backpropagation with Python Examples — Part 1
In this article, we will be trying to understand Backpropagation. Backpropagation mainly involves...
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How Models Measure Error: The Sum of Squared Residuals
Dev.to · Rijul Rajesh 3mo ago
How Models Measure Error: The Sum of Squared Residuals
In this article we will get an understanding of Sum of squared residuals When learning...
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Learning Gradient Descent for Machine Learning with a Simple Python Example
Dev.to · Rijul Rajesh 3mo ago
Learning Gradient Descent for Machine Learning with a Simple Python Example
In this article, we will explore gradient descent. Gradient descent is a strategy used in machine...
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Chain Rule in Machine Learning: A Simple Walkthrough
Dev.to · Rijul Rajesh 3mo ago
Chain Rule in Machine Learning: A Simple Walkthrough
When exploring machine learning, there are many rules to learn. One important rule we should always...
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Linear Regression Explained: From Equation to Prediction + Python Examples
Dev.to · Rijul Rajesh 3mo ago
Linear Regression Explained: From Equation to Prediction + Python Examples
This article explores a common machine learning problem called linear regression. What is...
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What Is Slope? A Simple Math Idea Behind Machine Learning
Dev.to · Rijul Rajesh 3mo ago
What Is Slope? A Simple Math Idea Behind Machine Learning
Previous article, we explored hidden layers, weights, and biases. Now we need to move towards more...
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When Neural Networks Stop Learning: Understanding Vanishing Gradients
Dev.to · Rijul Rajesh 3mo ago
When Neural Networks Stop Learning: Understanding Vanishing Gradients
In the previous article, we explored the gradients of different activation functions. Now let's see...
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Understanding Gradients: The Engine Behind Neural Network Learning
Dev.to · Rijul Rajesh 3mo ago
Understanding Gradients: The Engine Behind Neural Network Learning
In the previous article, we explored activation functions and visualized them using Python. Now,...
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Activation Functions: How Simple Curves Power Neural Networks
Dev.to · Rijul Rajesh 3mo ago
Activation Functions: How Simple Curves Power Neural Networks
In my previous article, we touched upon the sequence-to-sequence model, and we came across RNNs...
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The 3 Essentials to get you started with GraphQL (With Examples)
Dev.to · Rijul Rajesh 4mo ago
The 3 Essentials to get you started with GraphQL (With Examples)
As a developer, you might have seen GraphQL APIs around. If you are not very familiar with it, it...
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The SQL Concept You Probably Missed: Materialized Views
Dev.to · Rijul Rajesh 4mo ago
The SQL Concept You Probably Missed: Materialized Views
Most SQL developers eventually reach a point where queries become too heavy. You start joining...
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Fixing Common Git Lock Errors: Understanding and Recovering from .git/index.lock
Dev.to · Rijul Rajesh 5mo ago
Fixing Common Git Lock Errors: Understanding and Recovering from .git/index.lock
If you have been using Git long enough, you have probably seen this scary looking error: error:...
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Git LFS: The Developer’s Solution to Large File Chaos
Dev.to · Rijul Rajesh 5mo ago
Git LFS: The Developer’s Solution to Large File Chaos
If you have ever tried pushing large files like videos, datasets, or design assets into a Git...
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Helping Designers and Developers Align: Design System vs Component Library
Dev.to · Rijul Rajesh 8mo ago
Helping Designers and Developers Align: Design System vs Component Library
If you've been working with modern front-end development or UI/UX design, you've likely heard the...
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From JSON to BSON: The Data Format MongoDB Actually Uses
Dev.to · Rijul Rajesh 9mo ago
From JSON to BSON: The Data Format MongoDB Actually Uses
If you’ve worked with MongoDB or other document-based databases, you may have come across BSON. It...
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