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Codecondo
3w
199
Image Credit: Codecondo
Multithreading vs Multiprocessing in Python: When to Use Each?
- Multithreading in Python involves running multiple threads within a single process. Threads share the same memory space, making them lightweight and fast to create.
- Multithreading is best for I/O-bound tasks like waiting for network responses or reading files.
- Multiprocessing in Python involves spawning multiple independent processes, each with its own memory space and Python interpreter. It bypasses the Global Interpreter Lock (GIL) and allows true parallelism for CPU-bound tasks.
- Multiprocessing is best for CPU-bound tasks like mathematical computations or image processing.
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Towards Data Science
3w
379
Image Credit: Towards Data Science
From Fuzzy to Precise: How a Morphological Feature Extractor Enhances AI’s Recognition Capabilities
- The article discusses the development of a Morphological Feature Extractor to enhance AI's recognition capabilities by mimicking human visual recognition processes.
- Traditional CNNs lack the structured trait separation seen in human recognition, leading to difficulties in distinguishing similar objects.
- The Morphological Feature Extractor focuses on body proportions, head shape, fur texture, tail structure, and color patterns to help AI understand and recognize objects better.
- Different analyzers within the extractor address specific features like body proportions, head features, tail features, fur texture, and color patterns.
- The Feature Relationship Analyzer connects these morphological features to improve breed differentiation, similar to how human intuition works.
- The article highlights the importance of the residual connection in allowing different information channels to complement each other for improved recognition accuracy.
- By integrating the Morphological Feature Extractor, model accuracy in distinguishing similar-looking dog breeds significantly improved.
- Heatmaps demonstrate how the extractor refocuses the model's attention to key features, leading to more reliable predictions and reduced misclassifications.
- The concept of Morphological Feature Extractors can extend beyond dog breed identification, potentially benefiting other domains requiring recognition of fine-grained differences.
- Challenges and areas for improvement exist in refining the methodology, emphasizing the need for continuous development in AI feature recognition.
- Overall, the approach of Morphological Feature Extractors represents a step towards AI thinking more like humans, focusing on crucial features for improved recognition and decision-making.
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Medium
3w
26
Python Automation Hacks to Save You Hours Every Week
- Python’s os module allows you to easily rename files in a folder in just a few lines of code.
- Python’s smtplib and email libraries can help you automate the process of sending emails.
- Python’s BeautifulSoup library makes scraping web data easy, allowing you to automate the collection of information from websites.
- Python can be used to automate tasks such as backing up files, posting on social media, and generating reports using libraries like pandas and matplotlib.
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Knowridge
3w
123
Image Credit: Knowridge
New gel could pull drinking water from the air using food scraps and plants
- Researchers at The University of Texas at Austin have developed a biomass hydrogel that can turn natural waste into water collectors.
- The hydrogel, created using a special method, can extract moisture from the air and produced over 14 liters of clean water per kilogram each day.
- The material is natural, biodegradable, and easy to scale up, making it suitable for homes, farms, and emergency situations.
- The team is now working on designing portable water harvesters, self-watering systems for plants, and emergency water devices.
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Tech Radar
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430
Image Credit: Tech Radar
Gemini can now see your screen and judge your tabs
- Google's Gemini Live, the AI assistant, is getting new vision features that allow it to 'see' your phone screen or camera feed.
- Gemini Live is powered by Project Astra, which is Google's AI R&D umbrella.
- The new features enable Gemini Live to analyze your screen in real-time and process what it sees by utilizing a 'Share screen with Live' button.
- Gemini Live can also use your phone's camera to discern colors and objects, providing an enhanced visual experience.
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Idownloadblog
3w
208
Image Credit: Idownloadblog
AppStoreTroller lets jailbreakers install apps from the App Store that require newer firmware
- AppStoreTroller is a new jailbreak tweak that allows users to download and purchase incompatible apps from the App Store on their jailbroken device.
- The tweak enables users to downgrade to the latest compatible version of an app, even if their device's firmware is not up to date.
- An upgraded version of AppStoreTroller, created by iOS developer Nathan Senter, allows users to specify a minimum iOS version to bypass the version check.
- The tweak is particularly useful for jailbreakers using older versions of iOS or iPadOS, but compatibility with apps will vary on a case-by-case basis.
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Idownloadblog
3w
407
Image Credit: Idownloadblog
Nugget v5 officially released with support for animated wallpapers, other bug fixes & improvements
- The Nugget v5.0 update has been officially released, introducing animated wallpapers for iPhones and iPads.
- The update brings support for applying animated wallpapers using .tendies files.
- Users can download community-based wallpapers or create their own using a Mac.
- Future updates may include video wallpaper capabilities.
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24 Likes
DavidWalsh
3w
8
Image Credit: DavidWalsh
Easy way to upload, transform and deliver files and images (Sponsored)
- Filestack is an awesome service that provides an easy way to upload, transform, and deliver files and images.
- Users can sign up for a free trial and access the Filestack libraries of code.
- Filestack offers an elegant file uploading UI component that integrates with various popular services.
- It also provides the ability to transform files with features like resizing, enhancing, adding filters, and more.
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TheNewsCrypto
3w
221
Image Credit: TheNewsCrypto
PwC Italy and SKChain Advisors Partner to Develop Blockchain-Based Digital Identity for EU
- PwC Italy and SKChain Advisors are partnering to develop a blockchain-based digital identity solution for the EU.
- The solution will use Self-Sovereign Identity (SSI) technology and will enable European businesses and their clients to securely use digital platforms.
- A feasibility study has already been conducted to identify the best SSI framework for the European market.
- The solution will comply with the European Digital Identity Wallet (EUDI-Wallet) established by the eIDAS 2.0 Regulation.
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Idownloadblog
3w
190
Image Credit: Idownloadblog
Apple says AirPods Max with USB-C will get lossless, ultra-low latency audio with upcoming software update
- Apple will release a software update next month that will bring lossless audio and ultra-low latency audio to AirPods Max with USB-C.
- The update will make AirPods Max the only headphones capable of both creating and mixing in Personalized Spatial Audio and head tracking.
- AirPods Max with USB-C will support 24-bit, 48kHz lossless audio and reduce lag time to provide an immersive audio experience, especially for gamers and live streamers.
- Owners of the AirPods Max with Lightning connector will not receive these upgraded audio features.
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Hackernoon
3w
385
Image Credit: Hackernoon
Is Web3 Advertising Finally Solving Its Targeting Problem? Addressable & Sevio Expand Web3 Ads Reach
- Addressable and Sevio have partnered to address the targeting challenges faced by Web3 advertisers on major crypto platforms.
- The partnership enables programmatic display ad placements on prominent blockchain platforms, offering seamless campaign management and on-chain attribution.
- Advertisers can access premium ad inventory on high-traffic crypto sites and leverage wallet-aware targeting to reach high-intent crypto users.
- The collaboration aims to redefine Web3 display advertising, providing better targeting and real-time optimization for engagement and on-chain behavior.
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Medium
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150
Image Credit: Medium
Starting a Programmable ChatGPT-Driven Online Database
- The landscape of data management is evolving with programmable databases and large language models like ChatGPT gaining prominence.
- Programmable databases allow users to define and execute custom logic within the database, enhancing data management capabilities.
- ChatGPT's natural language understanding offers new possibilities for human-computer interaction in data management systems.
- The integration of programmable databases with ChatGPT holds potential for intelligent and interactive data systems.
- Programmable databases enable flexibility in data manipulation and automation of routine tasks.
- Stored procedures, views, functions, and triggers are key programmable objects in relational databases.
- Relational databases like MySQL and PostgreSQL offer mature programmability features suitable for various applications.
- NoSQL databases provide flexibility, scalability, and built-in scripting capabilities for AI integration.
- Graph databases like Neo4j excel in managing data based on relationships, ideal for applications involving complex data connections.
- Integrating ChatGPT with databases through API endpoints, middleware layers, and RAG architectures enhances usability and functionality.
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Medium
3w
340
Image Credit: Medium
Ng-News 25/12: Nx Angular Week, Deprecation PR *ngIf/For/Switch
- Angular product lead, Minko Gechev, stated that Zone.js will likely never go away and the plan to make RxJS optional is still ongoing.
- Nx, an alternative to the Angular CLI, recently hosted an “Angular Week” and highlighted their contributions to the Angular ecosystem, including integration of modern testing tools and support for Rspack.
- The deprecation of the three structural directives *ngIf, *ngFor, and *ngSwitch in Angular was proposed by Matthieu Riegler from the Angular team in favor of the new control flow syntax: @if, @for, and @switch.
- Matthieu Riegler, a prominent Angular contributor, recently announced that he is now working full-time on Angular as a contractor.
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Perficient
4w
342
Image Credit: Perficient
Accelerating Innovation – Enabling App Developers to Build Faster with GitHub Copilot
- AI-driven development tool, GitHub Copilot, is enabling app developers to build faster.
- GitHub Copilot bridges the gap between speed and code quality by leveraging AI-driven coding assistance.
- Developers can focus on building custom features as Copilot handles repetitive coding tasks.
- The benefits of AI-powered software development include faster time-to-market, reduced technical debt, and empowered developers.
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Medium
4w
296
Image Credit: Medium
Readme Driven AI Development: Bringing Structure to Vibe Coding
- The term 'Vibe coding' refers to using Large Language Models (LLMs) to solve problems with small context.
- LLMs possess programming capabilities, allowing tasks such as generating code snippets or reviewing code.
- To build an entire project through 'vibes,' traditional software engineers need the essential tools like versioning and structure.
- The concept of Readme Driven Development aligns with using AI assistance, combining the power of AI with traditional software engineering practices.
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