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Let the Network Decide: The Channel-Wise Wisdom of Squeeze-and-Excitation Networks

The Squeeze-and-Excitation Network (SENet) was implemented to address the issue of treating all input features equally in traditional models.
The SENet adaptively recalibrates feature channels based on relevance, leading to high accuracy and interpretability in wildfire risk assessment.
Using a simulated wildfire dataset, the SENet achieved an accuracy of 95.8% with precise and recall for fire events.
Feature importance analysis highlighted the significance of temperature, pressure, and solar radiation in wildfire prediction.

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Idownloadblog

437

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Nugget SparseRestore-based iPhone customization utility updated to v5.0.1 with more bug fixes

The Nugget SparseRestore-based iPhone and iPad customization utility has been updated to version 5.0.1.
The update introduces bug fixes, improvements, and an option to disable the Windows path fix.
Existing users are strongly encouraged to download and use the latest release for maximum bug prevention.
Nugget allows users to customize their iOS or iPadOS device without the need for a jailbreak.

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Dev

356

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Let's Build a Full-Stack App Using the MERN Stack! Part 3: React NextJS UI

To create a Next.js application, run the following command: npx create-next-app@latest
Start the Development Server: Navigate into the ui folder and run the app: cd ui npm run dev
Install Axios: Next, install Axios to handle API requests: npm install axios
Now, let's set next.js to 'use client', add imports, and create our interfaces.

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Dev

279

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Sets are the Data Type Your Code Needs

A set is a unique unordered collection, which provides efficient item existence checks compared to arrays.
Using sets can enhance computational efficiency and reduce memory overhead by storing only unique elements.
Sets in Ruby are implemented using hashes, offering constant time lookup regardless of set size.
Sets ensure guaranteed uniqueness, offer performance advantages, and support mathematical set operations.
To start using sets in Ruby, you need to add the 'set' library, as sets are part of the standard library.
Sets can be created from arrays, and duplicates are automatically removed upon set creation.
Operations in sets like union, intersection, difference, and symmetric difference are available for efficient data manipulation.
Sets support methods for adding, removing, and checking membership of elements.
Use sets when uniqueness and fast membership checks are crucial, while arrays are preferred for ordered data and when duplicates hold significance.
Additional resources provided for further learning on sets and Ruby programming.

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Dev

153

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Day 1126 : Laser

A professional worked on coding, adding functionality to a project and testing it. Managed to make Web Components work in a Vue application.
Research on laser engraving 3D printed parts led to ordering a laser module for the large format 3D printer and organizing items for the shed.
A new 3D printer was purchased, which will expand project possibilities. Feedback on a test pressing for vinyl records was positive.
To save money, the professional utilized a 30-day price match guarantee for discounted purchases and planned to go through tracks for a radio show.

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Dev

360

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Secure OTP Generation & Management in a Modern Node.js Stack

The article discusses a secure approach to OTP generation and management in a Node.js environment, emphasizing the importance of user verification mechanisms.
It outlines using Node.js's crypto module for OTP generation, scheduling cleanup of expired OTPs with node-cron, and integrating OTP flow in an email verification use case.
The methodology incorporates TypeScript for type safety and PostgreSQL for data integrity, catering to the needs of decision-makers and senior engineers.
Setting up the project involves initializing a Node.js project with TypeScript for strict typing and scalable code maintenance.
Key dependencies like crypto for secure random number generation, node-cron for task scheduling, and pg for PostgreSQL operations are installed.
Database configuration in PostgreSQL with a dedicated table for storing OTP codes ensures data integrity and scalability.
OTP generation using Node.js's crypto module follows a secure approach with customization options for character sets.
Integration into an email verification workflow involves validating data, checking user verification status, generating OTPs, and sending them via email.
Automated cleanup of expired OTPs is achieved through a cron job that regularly purges obsolete entries from the database.
The architecture presented combines secure OTP generation, TypeScript usage, and scheduled cleanup for a scalable and reliable user verification system.

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Dev

130

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Mastering and Learning HTML & CSS in 2025

CSS Subgrid, Container Queries, CSS Nesting, and Logical Properties are among the modern technologies and trends in HTML & CSS in 2025.
Project-based learning, following experts, reverse-engineering websites, mastering browser DevTools, using AI tools, and contributing to open source are the best ways to learn HTML & CSS in 2025.
Keeping it semantic and accessible, using modern layout techniques like Grid & Flexbox, optimizing for performance, embracing dark mode and theming, and testing responsiveness efficiently are the best techniques for writing modern HTML & CSS.
HTML and CSS are evolving rapidly in 2025, offering more powerful and flexible ways to build web applications. Developers are encouraged to stay updated, experiment, and build amazing web experiences.

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Dev

135

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Is Your Code a Swiss Army Knife or a Master Blueprint? Unraveling the Mystery of Interfaces vs. Abstract Classes

Interfaces and abstract classes are both important constructs in object-oriented programming.
Interfaces provide flexibility and allow multiple implementations, like a versatile Swiss Army knife.
Abstract classes provide a detailed framework for design, like a custom-built blueprint for a treehouse.
Interfaces are popular in modern Java programming as they allow for mixing and matching behaviors.

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Medium

234

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You’re Not Interviewing the Company

Software developer interviews are often presented as two-way conversations, but they are often controlled by the company's agenda.
Candidates have limited ability to ask questions or assess the company during the interview process.
The company can ask anything, making it difficult to learn about the company's culture or values from their questions.
As a result, candidates may unknowingly ask questions that harm their chances of getting the job.

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Dev

311

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How to get your pet projects done

Overcomplicating things can be a major barrier to finishing pet projects.
Setting a clear MVP (Minimum Viable Product) is crucial to stay focused on the main goal.
Use agile tools like Kanban to organize and prioritize tasks outside the MVP.
Seeking feedback from niche communities can lead to valuable insights and opportunities for collaboration.

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Medium

360

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Lines That Don’t Have to Be Perfect

The narrator's journey of discovering his artistic talent by drawing with his daughter and realizing his improvement.
Overcoming perfectionism and embracing mistakes while creating art changed the narrator's perspective.
Observing imperfections in others' artwork helped the narrator see the beauty in imperfection and accept his own flaws.
The experience of learning to appreciate the process over perfection transformed the narrator's thinking.
Recognizing that creativity doesn't have to be flawless but honest and completed shifted the narrator's mindset.
The narrator shares the realization that 'Done is. Honest is. Finished is.' is more meaningful than striving for perfection.
The narrative delves into the themes of self-acceptance, growth, and valuing progress over perfection in the creative process.
The article highlights the importance of letting go of perfection and embracing imperfections as part of the creative journey.
The narrator hopes to teach his daughter the value of self-acceptance and enjoying the creative process regardless of imperfections.
The essay concludes with a hopeful message that it's acceptable to be a work in progress and to appreciate the journey of growth.

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Medium

Python vs Julia: A Beginner’s Take

Julia is a programming language built for high-performance numerical and scientific computing, with a powerful type system and support for multiple dispatch.
It compiles to efficient machine code using LLVM and has packages like DifferentialEquations.jl, Makie.jl, and JuAFEM.jl, making it a strong choice for simulations.
One of the key features of Julia is its efficient array manipulation capabilities, which is essential for many simulation codes.
Julia is a serious contender for numerical computing and can complement the workflow of computational modelers, data scientists, and engineers seeking faster performance.

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Dev

257

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Dart - applying zero objects and isEmpty pattern to everything

The author shares their experience of using the isEmpty or isNotEmpty functions in Dart, which simplifies null and length checks for strings, lists, maps, and more.
They propose using the zero/empty value pattern for various cases, reducing the need for null checks in many situations.
They demonstrate the pattern using extensions in Dart for strings, lists, maps, and numbers.
The author concludes that applying the zero object and isEmpty pattern across different types can lead to a simpler API and clearer default value handling.

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Dzone

203

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A Systematic Approach for Java Software Upgrades

The article emphasizes the importance of software systems facilitating evolution in functionality and technological upgrades, particularly in domains like finance, e-commerce, and transportation.
A systematic approach to Java software upgrades is discussed, focusing on upgrading technology without altering business functionality.
The article details a software upgrade project for an airline operations subdomain using Java, J2EE technologies, and various open-source software libraries.
Different technologies used in the application, including Java, EJB, and Oracle RAC, are highlighted in the 'As Is Technology Landscape' diagram.
Java upgrading considerations and the roadmap for Java SE support, with a focus on targeting Java 21 for the upgrade project, are explained.
Transitioning from Java EE to Jakarta EE for active enterprise Java development and upgrading EJB specifications to enhance compatibility with newer releases are discussed.
An approach for EJB upgrade using Hibernate and JPA implementations is outlined, along with considerations for upgrading the application container like WildFly.
The article addresses the dilemma of choosing component and container versions for technology upgrades, emphasizing the need for compatibility analysis.
A structured approach to reveal version compatibility using diagrams is explained, guiding the decision-making process for selecting compatible software versions.
The iterative project execution steps for technology upgrades are listed, including aligning container runtime, upgrading libraries, and conducting validation processes.
The conclusion underscores the importance of structured approaches and previous experience in planning and executing technology upgrade projects for software applications.

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Medium

374

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Goodbye Async-Std, Welcome Smol

The async Rust ecosystem saw a major shift as the popular async-std crate was officially deprecated.
Async-std users are advised to migrate to smol, a lightweight and efficient alternative with a similar API structure.
Smol prioritizes simplicity and predictable performance, making it a natural successor to async-std.
The transition from async-std to smol is straightforward due to their shared API layout.
Smol allows async operations without the need for manually setting up an executor.
The deprecation of async-std signifies a step towards a more consolidated async Rust ecosystem.
Kani Rust Verifier is a model checker for Rust that enhances code scrutiny and reliability beyond traditional testing.
CodeCrafters offers advanced Rust courses covering real-world projects like Git, Docker, Kafka, and more, for skill enhancement.
Readers are encouraged to participate in challenges like reversing words in place and exploring Rust projects and courses.
Overall, the newsletter highlights the evolution of async Rust tools, verification methods, and educational resources for Rust developers.

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