Massimiliano P.’s Post

🚀 Exciting News from Ultralytics! 🚀 We are thrilled to announce the release of Ultralytics v8.2.68! This update brings significant improvements and new features to enhance your experience. 🌟 Key Highlights: - Dockerfile Updates: - Standardized working directory to `/ultralytics` across all Dockerfiles. - Removed redundant environment variable `APP_HOME`. - Updated volume mounts to `/datasets` instead of `/usr/src/datasets`. - GCP Support: - Introduced a new `GCPRegions` class to check and analyze latency across Google Cloud Platform (GCP) regions. - Documentation: - Added comprehensive reference docs for the `GCPRegions` class. 🎯 Purpose & Impact: - Dockerfile Updates: - Purpose: Simplify Docker setup and ensure consistency. - Impact: Easier management and setup of Docker containers, leading to fewer errors and a smoother development experience. - GCP Support: - Purpose: Provide tools for analyzing and selecting optimal GCP regions based on latency. - Impact: Optimize latency for Ultralytics services on GCP, enhancing performance and user experience. - Documentation: - Purpose: Offer clear guidance and reference for the new `GCPRegions` functionality. - Impact: Improve user understanding and usability of the new features. 📚 Learn More: - Pull Requests https://lnkd.in/dHMn32a9 - Videos https://lnkd.in/dPcU6X5v - Docs https://lnkd.in/g632W5nF - Changelogs https://lnkd.in/d72E3wRs - Release Notes https://lnkd.in/dGCjgW9j We encourage you to try out the new release and share your feedback. Your insights help us improve and deliver the best tools for your ML projects. Happy coding! 🚀 #Ultralytics #YOLO #MachineLearning #Docker #GCP #AI #TechNews

🚀✨ Introducing #Pix4Dcatch 2.0: Revolutionizing Reality Capture! Capture the world around you with unprecedented ease and precision using the all-new #Pix4Dcatch 2.0! Whether you're a professional surveyor, construction manager, or just a tech enthusiast, Pix4Dcatch 2.0 brings the latest in reality capture technology right to your fingertips. 🔹 Enhanced Accuracy: With improved algorithms, Pix4Dcatch 2.0 ensures even more accurate 3D models and measurements. Capture every detail with precision! 🔹 User-Friendly Interface: The intuitive design makes it easier than ever to collect and process data. No need for extensive training – start capturing immediately! 🔹 Seamless Integration: Works perfectly with Pix4D’s suite of software, including Pix4Dmapper and Pix4Dcloud, for comprehensive processing and analysis. 🔹 Real-Time Feedback: Get instant feedback on data quality and coverage while you’re still on site. Ensure you’ve got everything you need before leaving the field. 🔹 Versatile Applications: Ideal for construction, surveying, real estate, and more. Use Pix4Dcatch 2.0 for site inspections, progress monitoring, and creating detailed digital twins. 🔹 Improved Compatibility: Supports the latest mobile devices and integrates with advanced hardware for enhanced data collection capabilities. 🔹 Cloud Processing: Easily upload your data to the cloud for fast processing and collaboration with team members anywhere in the world. 🔹 Offline Mode: No internet? No problem. Capture and store your data offline, then upload and process when you’re back online. 🔹 Automated Workflows: Streamline your projects with automated data processing workflows that save you time and reduce manual errors. 🔹 Customizable Settings: Tailor the app’s settings to suit your specific project needs and preferences for a personalized experience. Ready to take your reality capture to the next level? Discover the power of #Pix4Dcatch 2.0 and see how it can transform your workflow. For more information contact us at info@geocivilsr.me 📞 +971545865744. #RealityCapture #3DModeling #Surveying #ConstructionTech #DigitalTwins #Innovation #GeoSmartCivil #AR #AugmentedReality

#Azure #Container Apps now supports dynamic sessions in public preview! Run sandboxed, ephemeral compute for untrusted code with Hyper-V isolation. Supports code interpreter & custom containers. Perfect for AI agents, copilots, and secure sandboxed environments: https://buff.ly/3QXoQAL

HATEOAS for Discoverable APIs: Include Hypermedia as the Engine of Application State (HATEOAS) in your API responses to make your APIs more discoverable. This helps clients navigate and understand the available resources seamlessly. Error Response Standardization: Use standardized error response formats (like RFC 7807) to provide consistent, detailed error messages that help clients quickly understand and resolve issues. #APIDesign #ErrorHandling #RESTAPI #HATEOAS

🌟 There has long been a blind spot between #cloudnetworking and #cloudops, and #appdev and #DevOps teams. That's where the new Aviatrix Network Insights API comes in - bringing valuable network telemetry data into the #observability tools you already use. 👀 The response to our new API introduced last week has been incredible and we're looking forward to discussing it more in the days, weeks, and months to come. ➡ Wondering why this solution has been in such high-demand? Read more on our blog: https://lnkd.in/gypbj5BE

Which example use is your favorite? #OrganizedAutomation #GoogleAPIs #CloudAPIs #GoogleColab #GTM #GA4 Join our free community where I build live and offer DFY. Link below.

Implementing HATEOAS (Hypermedia as the Engine of Application State) can transform your REST API into a self-descriptive, scalable system. By embedding relevant hyperlinks within API responses, HATEOAS guides clients dynamically through available actions without relying on hardcoded logic. This simplifies API usage, enhances discoverability, and supports seamless evolution over time. For developers, it means fewer breaking changes, and for consumers, an intuitive, adaptable experience. Whether you're building APIs for microservices, e-commerce, or more, integrating HATEOAS is a step towards future-proofing your applications. Curious about how to implement it effectively? Please go through the newly published article about it. #hateoas #restapi #restapidesign #dotnetcore #softwaredevelopment #softwareengineering #restapidevelopment

#Nxtwave #ccbptech #rahulattuluri #aws #megaworkshop #AIML #webdesign #tech #codechallange #ccbp4.0 #web #nxtwave #Nxtwavestreek #pragyanbaruah #Nxtcode #google #website #chatgpt #copilot #namelix #sologoai #streak 365 days successfully completed 🙌

It’s always interesting to see what example projects people work on - especially when they use interesting tools like serverless components on AWS. The example architecture below from El Mehdi Lafkaihi shows a med reminder bot which includes ChatGPT, a Telegram bot, AWS Lambda functions and more. There is a code repo included as well so check it out! https://lnkd.in/eKrDu5Wp