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Calorie Burn Estimation in Community Parks Through DLICP: A Mathematical Modelling Approach

arXiv.org Artificial Intelligence

Community parks play a crucial role in promoting physical activity and overall well-being. This study introduces DLICP (Deep Learning Integrated Community Parks), an innovative approach that combines deep learning techniques specifically, face recognition technology with a novel walking activity measurement algorithm to enhance user experience in community parks. The DLICP utilizes a camera with face recognition software to accurately identify and track park users. Simultaneously, a walking activity measurement algorithm calculates parameters such as the average pace and calories burned, tailored to individual attributes. Extensive evaluations confirm the precision of DLICP, with a Mean Absolute Error (MAE) of 5.64 calories and a Mean Percentage Error (MPE) of 1.96%, benchmarked against widely available fitness measurement devices, such as the Apple Watch Series 6. This study contributes significantly to the development of intelligent smart park systems, enabling real-time updates on burned calories and personalized fitness tracking.


This week's best deals: $100 off the Apple Watch Series 6 and more

Engadget

Samsung may have announced a bunch of new devices this week, but it was Apple and Amazon that led the week when it came to online deals. While Woot's flash sale on the Apple Watch Series 6 Product Red Edition came and went quickly, you can still get the smartwatch for $299 at Amazon. The Mac Mini M1 got a $100 discount while a number of Echo devices went on sale as well -- including the new, second-generation Echo Show 5. And through Sunday, you can save on laptops, tablets, TVs and more in Best Buy's anniversary sale. Here are the best tech deals from this week that you can still get today.


The best July 4th tech deals we could find

Engadget

As the holiday weekend approaches, deals on the latest gadgets have been popping up across the web. Apple's 10.2-inch iPad is $30 off right now and Solo Stove, the maker of compact, stainless steel fire pits, has knocked $120 off most of its devices. We even have a few holdouts from Amazon Prime Day still available, like deals on Anker's Eufy RoboVac 11S and a two-pack Nest WiFi system. Here are the best July 4th tech deals we could find. The 10.2-inch iPad remains on sale for $299, or $30 off its normal price.


Tech gift guide: ideas for last-minute Christmas presents

The Guardian

What to buy the tech enthusiast in your life? Here are some ideas – from smart speakers and games consoles to smartwatches and headphones. With Christmas rapidly approaching, time is running out to buy the big-ticket items, so we have also included some instant-delivery gifts for last-minute purchases. Google's cheapest little smart speaker looks like a pincushion and is great for playing the radio, answering questions and controlling smart home devices. It comes in four colours and can even be wall mounted. The best-sounding smart speaker under £100 is often available for far less in sales.


The best smartwatches of 2020

USATODAY - Tech Top Stories

The Apple Watch Series 6 is as beautiful as it is useful. With a wide range of features, an understated design, and no major weaknesses the Apple Watch Series 6 is the best smartwatch you can buy. It can track your fitness, provide insights into your health, handle phone calls and messaging, help you navigate or listen to music, and ensure you stay on top of your schedule, all controlled by elegant and intuitive software. The Apple Watch comes in two case sizes (40mm and 44mm) and in a wide array of finishes and bands. Whether you want an aluminum case with a sports band primarily to help you stay healthy, or a stainless steel case with a Milanese loop band to keep you connected during a busy workday, there's an Apple Watch for you. Setup is a breeze, and the Apple Watch Series 6 is the perfect partner for your iPhone. It can help you find your iPhone by triggering an alert sound, and even be used as a remote control for the iPhone camera. If you opt for an LTE model, you can leave the iPhone at home, though the watch will require its own data plan. The OLED touchscreen is bright, sharp, and surprisingly easy to swipe and tap your way around. The Digital Crown on the side can be rotated for fine control in menus and pressed to call Siri into service.