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Towards Data Science

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What Statistics Can Tell Us About NBA Coaches

  • A study was conducted to analyze the hiring patterns and tenures of NBA coaches, aiming to determine the impact of coaching background on success.
  • Data collected from 1990 to 2021 revealed that NBA teams often re-hire coaches with prior head coaching experience.
  • An emphasis on internal candidates was observed, with 13.6% of hires being internal, including successful coaches like Popovich and Spoelstra.
  • The median tenure for NBA coaches is 2.5 seasons, with only 10% lasting more than 5 seasons.
  • A logistic regression analysis showed no significant difference in success rates based on coaching backgrounds.
  • Despite indications that previous head coaches tend to last longer, statistical tests did not confirm a bias towards hiring them.
  • Internal hires were found to be 77% less likely to be successful compared to external hires.
  • The limited sample size of successful coaches might have influenced the lack of statistical significance in the analysis.
  • Overall, the analysis debunks the notion that internal hires or previous head coaching experience guarantee coaching success in the NBA.
  • Short coaching tenures and a preference for experienced head coaches were prominent findings in the study.

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Pymnts

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Straight-Through or Shut Out: The Automation Reckoning Facing B2B Suppliers

  • The future of B2B payments is evolving rapidly, requiring suppliers to be fully integrated into buyers' digital infrastructure.
  • Visa launched the Visa AR Manager to streamline B2B virtual card payments, catering to the demand for real-time transactions and minimal human intervention.
  • B2B automation has progressed from email-based to batch file-based, with the current focus on API-based automation for real-time order processing and payment reconciliation.
  • Straight-through B2B processing, enabled by technologies like virtual cards, is becoming essential for suppliers to meet the speed and accuracy demands of buyers.

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VentureBeat

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Time Magazine appears to accidentally publish embargoed story confirming Anthropic Claude 4 Opus

  • San Francisco-based AI startup Anthropic planned an announcement about a new Claude model codenamed 'Neptune' on May 22nd.
  • Speculation arose that this new model could be 'Claude 4 Opus,' successor to the current Claude 3.7 Sonnet.
  • Time Magazine accidentally confirmed the rumor by publishing and removing an article discussing the safety risks and capabilities of Claude 4 Opus.
  • Details such as model size, cost, licensing terms, and performance benchmarks are still unknown, awaiting further information from Anthropic or leaks from the AI community.

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Dev

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My "Duh!" Moment with LLMs: They're Actually Great for Resurrecting My Old, Ugly Code

  • The debate about AI taking over jobs versus just being a fancy autocomplete has been ongoing, with mixed feelings towards LLMs.
  • The author had a realization that LLMs could be used to improve old, messy code instead of just generating new code.
  • By feeding old code into LLMs with prompts for refactoring and improvements, the author found the process surprisingly effective in beautifying the code.
  • The author concludes that LLMs can enhance developers' ability to work on less glamorous tasks like refactoring and improving existing codebases, making old projects presentable and useful again.

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Dev

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Native Dark Mode Implementation

  • Dark mode has become popular for websites and apps due to aesthetics and readability reasons.
  • Implementing a color scheme switch in web applications can enhance user experience.
  • Create separate .css files with CSS variables for each color scheme like background-color and text-color.
  • Use CSS variables in your styles and leverage prefers-color-scheme media feature to switch between light and dark modes.
  • Ensure a smooth transition by adding the transition property to elements affected by the color scheme change.
  • Consider fallback solutions for browsers that do not support prefers-color-scheme, such as injecting default scheme variables or using JavaScript checks.
  • Provide manual color scheme switching options for users, including light, dark, and auto modes.
  • Implement color scheme switch controls and save user preferences using local storage.
  • Manage color scheme changes dynamically by updating CSS media content based on user selections.
  • Handle potential issues like Flash of Inaccurate Color Theme by optimizing script placement to avoid impacting UX.

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Javacodegeeks

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Jolokia Spring Boot Integration Example

  • Jolokia is a JMX-HTTP bridge that allows remote access to JMX MBeans using JSON over HTTP, providing a firewall-friendly and modern alternative to traditional JMX connectors.
  • Key features of Jolokia include firewall-friendly communication, lightweight JSON payloads, support for bulk operations, easy integration with modern monitoring tools, platform and language agnosticism, and secure communication.
  • By integrating Jolokia with Spring Boot applications, monitoring and managing Java applications become easier, especially in cloud-native or containerized environments.
  • To integrate Jolokia into a Spring Boot project, dependencies like spring-boot-starter-actuator and jolokia-core need to be added in the pom.xml file.
  • Configuration in the application.properties file enables the exposure of Jolokia actuator endpoints and sets up basic authentication for security purposes.
  • Creating main classes, MBean interfaces, implementations, registration configurations, and security configurations are essential steps in integrating Jolokia with Spring Boot applications.
  • Running and accessing Jolokia endpoints involve building the application, executing the jar file, and interacting with the exposed MBeans using HTTP requests with basic authentication.
  • Jolokia simplifies remote reading and invocation of JMX MBeans through HTTP calls, providing a straightforward way to manage Java applications.
  • Integrating Jolokia with Spring Boot offers a flexible and secure method to monitor Java applications, especially in environments where traditional JMX access is challenging.
  • Jolokia's integration with Spring Boot provides enhanced access to MBeans in a JSON format over HTTP, improving accessibility for monitoring systems while ensuring secure management endpoints.

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Logrocket

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10 Node.js 24 features you’re probably not using

  • Node.js 24 brings native features to improve developer experience, security, and reduce dependency overhead.
  • Key features include TypeScript support for erasable syntax, promise-based standard packages, and built-in test runners.
  • Node.js 24 introduces the --env-file flag to work with secrets stored in environment variables and eliminates the need for .env dependency.
  • ESM support in Node.js 24 allows the use of ES6 import and export syntax for modules.
  • Node.js now includes a built-in SQLite database module for interacting with SQLite databases without external libraries.
  • The built-in debugger in Node.js enables easy debugging using Chrome DevTools Debugger by using --inspect or --inspect-brk flags.
  • Node.js 24 introduces a native WebSocket client constructor, reducing reliance on external WebSocket libraries like ws or Socket.IO.
  • Native support for AsyncLocalStorage improves maintenance of context across asynchronous operations in Node.js.
  • The --watch flag in Node.js allows code reloading on every change without the need for external libraries.
  • Node.js 24 features provide a glimpse into the evolving capabilities of the platform, but certain tools are still recommended for specific use cases.

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Medium

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How to Swap HPO (Hippocrat) to Hippo Protocol

  • Confirm the migration from HPO to Hippo Protocol via official sources.
  • Check for a swap portal (DApp) for the token swap process.
  • If no DApp available, follow manual migration instructions provided by the team.
  • After swapping, add the new Hippo Protocol token contract address to your wallet.

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Dev

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🐾 Meet WildEnv: Tame Your Environment Variables Like a Beast"

  • WildEnv is a CLI tool designed to manage environment variables for Node.js developers.
  • It helps in creating, checking, packing, and restoring .env files efficiently.
  • WildEnv ensures security by handling gitignore, encryption support, and creating backups.
  • It supports multiple languages, has a Node.js tech stack, and full test coverage.

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Dzone

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Chat With Your Knowledge Base: A Hands-On Java and LangChain4j Guide

  • Retrieval-augmented generation (RAG) enhances LLMs by providing relevant information from specific knowledge sources before generating responses.
  • The article serves as a Java guide for creating an application to interact with a custom knowledge base using LangChain4j.
  • RAG involves retrieving relevant knowledge, augmenting the query, and then generating informed responses.
  • LangChain4j simplifies LLM integration in Java, handling tasks like connecting to LLM providers and managing prompts.
  • The demonstration simulates a knowledge base about technical components, faults, procedures, stored in text files.
  • The tutorial covers setting up the project with Maven, creating knowledge base files, and ingesting data for the RAG pipeline.
  • The Java code processes text files, scales documents into segments, embeds them for semantic meaning, and stores them for retrieval.
  • Additionally, the article provides a guide for building an interactive chat interface using AiServices and LangChain4j components.
  • Key components include ChatLanguageModel, ContentRetriever, ChatMemory, and the AiService factory.
  • The final application allows users to query and receive answers based on the ingested knowledge, showcasing the RAG process.
  • By following the steps outlined, developers can create AI assistants that leverage domain-specific data for accurate responses.

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Logrocket

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6 CSS animation libraries to bring your project to life in 2025

  • CSS animations have evolved from being handled by a few skilled CSS Wizards to now having powerful CSS animation libraries that make animation implementation easier for developers.
  • Popular CSS animation libraries like Animista, Animate CSS, AnimXYZ, Whirl, Moving Letters, and LDRS offer a range of animation capabilities for different project needs.
  • Animista is a simple on-demand CSS animations library that requires no installation and can be used with native CSS for quick animation implementation.
  • Animate CSS is highly customizable, works well for animation-heavy projects, and can be used with different frameworks by making minor adjustments.
  • AnimXYZ is a customizable CSS animation framework with direct support for React and Vue, suitable for both small and large projects.
  • Whirl is a library specializing in loading animations to enhance user experience, compatible with various JavaScript frameworks.
  • Moving Letters focuses on text animations, uses Anime JS, and is best for animating text elements in projects.
  • LDRS is ideal for loaders and spinner animations, offering a variety of elegant options and compatibility with React and other frameworks.
  • These libraries streamline the process of adding engaging microinteractions, smooth transitions, loading states, and text effects to enhance user experience and interface aesthetics.
  • Choosing the right CSS animation library depends on project scope, team familiarity, and specific animation needs.

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Logrocket

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How AI is changing customer acquisition

  • AI tools and solutions have drastically impacted product management, including customer acquisition.
  • Challenges of AI in customer acquisition include disrupting SEO-based content loops and reducing search engine reliance.
  • AI tools like ChatGPT are gaining traction, posing competition to search engines for queries.
  • Google's AI overviews on search results pages have led to decreased click-through rates for SEO-driven products.
  • While AI may present challenges, it also brings opportunities like cheaper content creation and multi-funnel strategies.
  • AI enables smarter targeting, ad optimization, personalized onboarding flows, and product personalization.
  • Automation through chatbots and AI in the sales process can streamline and optimize customer interactions.
  • The shift with AI in customer acquisition is towards numerous smaller, niched-down funnels rather than relying on a single dominant channel.
  • Companies investing in diverse sales flows will likely be more resilient than those heavily reliant on a single acquisition channel.
  • Experimenting with diversification and leveraging AI capabilities can enhance customer acquisition strategies.

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Dev

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Cloud ERP for Humans: A 2025 Checklist Without the Corporate Jargon

  • Cloud-based Enterprise Resource Planning (ERP) systems in 2025 offer businesses a modern solution without overwhelming technical jargon, making operations more efficient and scalable.
  • Cloud ERP centralizes core business operations online, providing flexibility, cost-effectiveness, instant data access, and team collaboration advantages for businesses of all sizes.
  • Key drivers of cloud ERP adoption in 2025 include smart technology, seamless app integration, industry-specific setups, mobile accessibility, robust security measures, and eco-friendly practices.
  • Cloud ERP streamlines money management, inventory control, HR processes, and supply chain operations, enhancing organizational efficiency and decision-making.
  • Selecting the right cloud ERP system involves an eight-step checklist focusing on business needs assessment, scalability, integration capabilities, user-friendliness, security measures, budget planning, smooth implementation, and thorough testing.
  • Leading cloud ERP systems in 2025 include NetSuite, SAP S/4HANA Cloud, Microsoft Dynamics 365, Odoo, and Acumatica, each catering to different business sizes and requirements.
  • Real examples showcase how cloud ERP solutions like NetSuite, SAP S/4HANA, and Odoo have benefited retail, manufacturing, and small business sectors, improving efficiency and reducing costs.
  • Common mistakes to avoid when choosing a cloud ERP system include falling for buzzwords, neglecting integration capabilities, opting for complex systems, rushing implementation, and overlooking total costs.
  • The future of cloud ERP by 2030 will see widespread adoption, enhanced smart technologies, blockchain integration, and a focus on sustainability in data center operations.
  • Cloud ERP offers businesses a user-friendly, efficient solution to optimize operations, stay competitive, and achieve growth without the complexities of traditional systems, setting the stage for a well-organized and tech-savvy future.

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Dev

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ERP vs CRM vs Confusion: A Smart, Sassy Guide to Cloud Business Tools

  • In the world of business software, understanding ERP and CRM is crucial for success in 2025.
  • ERP acts as an orchestra conductor, integrating core processes like finance and HR on a single cloud platform.
  • Key features of cloud ERP include data integration, real-time dashboards, automation, scalability, and AI-driven analytics.
  • ERP optimizes operations, cuts costs, and enhances decision-making through tools like SAP S/4HANA Cloud and Acumatica.
  • CRM focuses on customer relationship management, using AI to personalize interactions and drive sales in 2025.
  • Cloud CRM features include contact management, sales pipeline tracking, marketing automation, customer service tools, and AI insights.
  • CRM boosts revenue and loyalty through platforms like Salesforce and HubSpot, leveraging AI for growth strategies.
  • Choosing between ERP and CRM depends on specific business needs, with examples ranging from manufacturing to retail startups.
  • Integration is key, with modern trends emphasizing AI, mobile accessibility, sustainability, industry-specific solutions, and seamless data flow.
  • Selecting the right ERP or CRM involves defining needs, prioritizing integration, demanding modern features, testing usability, ensuring security, budgeting smartly, and planning implementation.
  • Avoid pitfalls like buying based on hype, neglecting user experience, skipping integration, rushing rollout, and neglecting security in ERP and CRM adoption.

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Dev

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🔍 Notellect: How This AI Assistant Saves Hours on Data Analysis

  • Notellect is an AI-powered coding assistant designed for data analysts, scientists, and Python users, aiming to streamline data projects and save time.
  • A user tested Notellect on a sales data analysis project with over 15,000 rows, and the AI assistant significantly reduced the time taken for data cleaning and preparation.
  • Notellect offers features like smart code generation, auto-generated documentation, and instant visual insights, saving roughly 90 minutes and reducing cognitive load.
  • Notellect is purpose-built for data work, understands common Python libraries, provides context-aware suggestions, and offers explanations alongside generated code.

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