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Towards Data Science

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Understanding the Tech Stack Behind Generative AI

  • The article explores the technology ecosystem around generative AI and Large Language Models (LLMs).
  • Foundation models are pre-trained AI models that are versatile and can perform various tasks ranging from text generation to music composition.
  • Key aspects of foundation models include pre-training, multitask capability, and transferability through fine-tuning or Retrieval Augmented Generation (RAG).
  • Major players in AI like OpenAI, Anthropic, Google, Meta, Mistral, and DeepSeek have released foundation models with varying strengths and licensing conditions.
  • Multimodal models can process and generate different types of data simultaneously, such as text, images, audio, and video.
  • Infrastructure and compute power, including GPUs, TPUs, ML frameworks like PyTorch and TensorFlow, and serverless AI architectures, play a vital role in training generative AI models.
  • AI applications frameworks like LangChain, LlamaIndex, and Ollama help integrate foundation models into specific applications efficiently.
  • Vector databases are used to store and search semantic information in the context of LLMs, enabling fast similarity searches for contextual information.
  • Programming languages like Python, Rust, C++, and Julia are important for developing generative AI, with Python being the primary language for AI applications.
  • The social layer of AI focusing on explainability, fairness, and governance addresses important ethical considerations in the use of generative AI.

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Idownloadblog

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Delta emulator app updated to v1.7 with online multiplayer support for Nintendo DS games, & other changes

  • Delta emulator app has been updated to v1.7 with online multiplayer support for Nintendo DS games.
  • The update also includes improvements such as an updated N64 core, game screenshots, game controller skins, and controller case support.
  • The addition of online multiplayer allows users to play Nintendo DS games with friends around the world using community Nintendo WFC servers.
  • The update is available for free on the App Store.

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Medium

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BitcoinOS: Unlocking a New Era of Decentralized Finance and Beyond

  • BitcoinOS is an operating system designed specifically for Bitcoin and the decentralized finance ecosystem.
  • Key features of BitcoinOS include modular architecture, scalability, security, and a user-friendly interface.
  • BitcoinOS enables decentralized lending, exchanges, stablecoins, and prediction markets.
  • The platform has implications beyond DeFi, including gaming, social media, and supply chain management.

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Nugget updated to v5.0.3 with Windows-oriented fixes following v5.0.2 over the weekend

  • Nugget, an iPhone customization utility, received updates with Windows-oriented fixes.
  • Version 5.0.2 introduced iOS 16 support, fixed issues, and improved compatibility.
  • Version 5.0.3 fixed errors and issues specifically for Windows users.
  • Nugget is now the recommended version for all users, especially on Windows machines.

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Dev

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5 Reasons Developers Choose Arbitrum Over Other L2s

  • Arbitrum has positioned itself as a leading Layer 2 (L2) solution for Ethereum developers, addressing the platform's high gas fees while maintaining security.
  • Stylus on Arbitrum enables multi-language support, allowing developers to write smart contracts in Rust and C++ for improved performance.
  • Arbitrum boasts a thriving DeFi ecosystem with over 400 active dApps, offering users and liquidity, which accelerates innovation.
  • Arbitrum Nova is tailored for high-throughput applications like gaming, supporting 15 million monthly transactions with a focus on cost, speed, and security.
  • Orbit by Arbitrum allows developers to launch custom L2 or L3 chains, offering tailored solutions for specific application needs without compromising security.
  • Arbitrum's organizational support, comprehensive documentation, and future-oriented vision signal a platform geared towards developer success and innovation.
  • The platform's Nitro stack and optimistic rollup technology anticipate future blockchain requirements, offering developers a future-proof foundation for long-term projects.
  • Arbitrum's strategic advantages over other L2 solutions lie in its comprehensive ecosystem, technical capabilities, and developer-centric approach.
  • Developers are increasingly choosing Arbitrum for its transformative capabilities that enable new categories of applications, setting it apart as both a scaling solution and an innovation platform.

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Tech Radar

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Apple Intelligence arrives on Vision Pro with visionOS 2.4 – and it works just as you would expect

  • Apple has released visionOS 2.4 update for the Vision Pro mixed reality headset.
  • The update brings key Apple Intelligence features like Image Playground, Genmojis, and Writing Tools.
  • Image Playground allows users to create generative images with Apple Intelligence interpretations using gestures and voice.
  • The update also includes the new Spatial Gallery app and updates to Guest Mode.

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Medium

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Maximize Your MATH MATH Rewards with These Simple Tips

  • MATH MATH staking involves locking up MATH tokens for a period to earn rewards and secure the blockchain.
  • It helps in transitioning from proof-of-work to proof-of-stake for improved efficiency and security.
  • Stakers are validators who process transactions and add blocks to the MATH MATH blockchain.
  • Staking offers benefits like passive income, network security, and energy efficiency over mining.
  • Users can stake through solo staking, staking pools, or staking-as-a-service providers.
  • Risks include liquidity risk, slashing, market volatility, technical vulnerabilities, and security concerns.
  • Staking rewards are subject to market price changes, influencing overall returns.
  • Potential stakers must evaluate risks and rewards before engaging in MATH MATH staking.
  • Staking can enhance network decentralization and security but requires technical knowledge.
  • Choosing a secure staking platform is crucial to mitigate smart contract and platform risks.

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Tech Radar

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Hollywood studios can't make money from AI-powered fake movie trailers on YouTube anymore

  • YouTube has demonetized two channels, Screen Culture and KH Studio, that were sharing AI-generated fake trailers.
  • Hollywood studios secretly claimed ad revenue from the misleading trailers, but YouTube's crackdown means no more revenue for them.
  • The removal of these channels comes amidst new contracts and laws limiting unauthorized use of AI replicas in the entertainment industry.
  • YouTube aims to discourage the monetization of AI-enabled fake trailers and prevent misleading content creation on its platform.

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Engadget

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Substack updated its app to make it even more like TikTok

  • Substack has updated its app to incorporate a vertical video feed, similar to TikTok.
  • The new feed features scrollable videos from subscribed creators and algorithmically suggested videos.
  • Substack aims to compete with Instagram, TikTok, and YouTube for short-video content.
  • The addition of multimedia features and video content is part of Substack's strategy to expand beyond newsletters.

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Towards Data Science

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My Learning to Be Hired Again After a Year… Part 2

  • After a year of unemployment, the author reflects on finding meaning and identity outside of a job title or company name.
  • Deciding to pivot to machine learning engineering, the author sought advice from friends who had made a similar career move.
  • Despite the competitive job market, the author chose to try for machine learning engineer positions even at entry level.
  • By focusing on self-improvement and showing value in interviews, the author gained three job offers for senior MLE roles.
  • The author emphasizes the importance of not begging for jobs but rather selling oneself effectively.
  • Through mock interviews and practice, the author improved behavioral interview skills and changed their mindset towards job interviews.
  • Struggling with nervousness and judgment during interviews, the author learned to pause, breathe, and refocus to regain control.
  • Utilizing the Mnookin Two-Pager exercise helped the author clarify job preferences and goals, leading to a better job fit at Disney.
  • Writing as a way to reflect, the author invites readers to follow their posts on TDS and subscribe to their newsletter for more insights and humor.

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Medium

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Ng-News 25/13: resource() RFC Wrap-Up & Frontend Nation Panel

  • Frontend Nation panel at Angular Day included Alain Chautard, Angular team members, and Sarah Drasner.
  • Testing was a major topic with confirmation that the Web Test Runner will replace Karma.
  • Sarah Drasner addressed the misconception that Google doesn't use Angular internally.
  • Two RFCs for resource functions closed with changes to the API underway for Angular version 20.

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Hackernoon

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Refactoring 025 - Decompose Regular Expressions

  • Regular expressions can be broken down into smaller, testable components to ensure accurate error reporting.
  • The process involves analyzing the regex, breaking it into smaller named sub-patterns, writing unit tests for each component, and combining them into the full validation logic.
  • By refactoring the code, clear error messages can be provided for every failing part, improving readability, maintainability, and testability.
  • Using AI tools can also help identify regex components and assist in the refactoring process.

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Tech Radar

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Google Hotels now lets you track prices, and I can't wait to use it for my next trip

  • Google now allows users to track hotel prices and set alerts on Google Maps.
  • Users can track hotel prices and set alerts similar to Google Flights.
  • Google Maps now supports screenshot support to provide a list of recommended places to visit.
  • The hotel price tracking feature is globally available on desktop and mobile.

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Medium

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The Mechanics of Macros in Racket

  • Racket's code undergoes restructuring and tagging with context before evaluation.
  • Code in Racket is treated as data, wrapped in syntax objects with metadata.
  • Syntax objects hold not only code but also source location, context, and bindings.
  • Syntax objects track scope to prevent naming clashes, crucial for macro-generated code.
  • Racket supports hygienic macros by generating fresh bindings for identifiers.
  • Syntax objects also include source location and phase information.
  • Compile-time inspection tools like syntax->datum help in understanding syntax objects.
  • Macro expansion process in Racket rewrites code using user-defined rules.
  • Macros run during expansion, rewriting macro calls before compilation.
  • Racket provides tools like syntax-case for matching and rewriting syntax.

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TechBullion

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The Roadmap to Developing Bespoke Software Without the Headaches

  • Many business owners are hesitant to upgrade legacy software systems due to logistical challenges and potential disruptions.
  • Choosing the right partner for bespoke software solutions can alleviate concerns and ensure a smooth migration.
  • Creating a strong foundation for change by addressing specific metrics and keeping employees informed is crucial.
  • Bespoke software solutions offer flexibility and long-term cost savings for businesses.

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