Aditya Chatterjee's Blog, page 17

Multi-Head Attention in Deep Learning

Table of Contents

Unveiling Multi-Head Attention

1.1 Introduction1.2 Mathematical Foundation1.3 Interpretation

Understanding Attention Mechanisms

2.1 The Essence of Attention2.2 Single-Head vs Multi-Head

Multi-Head Attention Architecture

3.1 Key, Query, and Value3.2 The Multi-Head Split3.3 Attention Mapping

Applications in Natural Language Processing

4.1 Transformer Architecture4.2 Language Translation4.3 Text Summarization4.4 Sentiment Analysis4.5 Question Answering

E...

Unlocking the Power of Visuals: Picture Superiority Effect in UX Design

In the realm of user experience (UX) design, where every detail is meticulously crafted to enhance user interactions, one phenomenon stands out as a game-changer: the Picture Superiority Effect. This cognitive principle emphasizes the profound impact of incorporating visuals into design to create more engaging and memorable user experiences. In this article at OpenGenus, we will understand what is Picture Superiority Effect in UX Design.

Table of contents:IntroductionEmpowering Comprehension...

Building Playable Piano using HTML, CSS and JavaScript

Introduction

Brief overview of the projectExplanation of the technologies used (HTML, CSS, JavaScript)

HTML Structure

Setting up the basic HTML structureCreating a container for the piano keys

CSS Styling

Styling the piano keys using CSSDifferentiating between white and black keysImplementing visual styles for keys

JavaScript Functionality

Defining an array of notesCreating functions to generate and play keysAdding event listeners for key pressesIncorporating audio playback...

Compilation, Interpretation and Execution process in Java

In this article at OpenGenus, we will learn about Compilation, Interpretation and Execution process in Java and the differences between the 3 stages and compare it with the process for other mainstream programming languages like C and C++.

Table of ContentsIntroductionCompilation and Execution ProcessesFlowchart of the Compilation ProcessInterpretation Phase in Java Compilation ProcessJava Compilation CommandsComparison with C/C++ConclusionIntroduction

In the world of software developm...

Gradient clipping in DL

Gradient clipping is a technique commonly used in deep / machine learning, particularly in the training of deep neural networks, to address the issue of exploding gradients.

Exploding gradients occur when the gradients of the loss function with respect to the model's parameters become very large during training. This can lead to numerical instability and make it challenging for the model to converge.

Master Deep Learning with this checklist. This is a free 13 months course.

Table of contents :

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System design of Code Deployment System

Table of contents

IntroductionCode Deployment SystemFunctionalityHigh-level designPulling code from VCSBuilding codeTransforming code into binaryRunning migrationsConfiguring environment variablesBuilderStoring binaryDeploying codeAccounting for all regionsSharing codeDatabase solutionCapacity estimatesDefinitions and technologiesVersion Control SystemsDatabaseFIFO principleAssemblerBlob storeACID transactionsPeer-to-Peer protocolConclusionIntroduction

I...

Library Management System in Java: Built using JavaFX and MySQL [with source code]

In the world of studying, learning, and growth, books are an integral part of our journey. Whether obtained online or offline, libraries have always been a source of knowledge for many. However, managing a library is far from simple. With a vast collection of books, it requires intensive effort and manpower. This is where library management systems (LMS) come into play.

LMS emerged as a response to the need for efficient organization and management of libraries. Before their advent, manual proce...

Lotka’s Law of authorship / Lotka-Volterra law of scientific productivity

Table of contents:

IntroductionBasic PrincipleMathematical RepresentationInterpretationApplicationsVariationsLimitationsImplicationsIntroduction

Lotka's law, also known as Lotka-Volterra law of scientific productivity or simply Lotka's law of authorship, is a principle in bibliometrics and information science that describes the distribution of productivity among authors in a particular field. It was formulated by Alfred J. Lotka, an American mathematician and statistician, in the early...

Dynamic Optimality Conjecture: Unlocking BST Efficiency

Introduction

One puzzling idea stands out in the complex realm of computer science, where algorithms and data structures rule supreme: the Dynamic Optimality Conjecture. It's an intriguing puzzle that begs to be solved and holds the potential to completely alter how we store and access information. In this article at OpenGenus, we will examine Dynamic Optimality Conjecture, from its basic characteristics through its prospective applications and advantages in the actual world.

Index

1. Origin of ...

Copy file from docker to local host

In this article at OpenGenus, we have explained how to copy a file from a Docker container to local host or system. This command is "docker cp container-id:/path/to/file .".

Table of contents:

Steps to Copy file from docker to local hostSteps to Copy file from docker to local host

There are two steps to copy a file from a Docker container to the local host or system so that you can use the file outside of Docker:

Get the container ID of Docker

To get the list of ID of all Docker container i...