Coaching a machine-learning mannequin to successfully carry out a activity, corresponding to picture classification, entails displaying the mannequin 1000’s, thousands and thousands, and even billions of instance photos. Gathering such huge datasets may be particularly difficult when privateness is a priority, corresponding to with medical photos. Researchers from MIT and the MIT-born startup DynamoFL have now taken one in style resolution to this drawback, often known as federated studying, and made it sooner and extra correct.
Federated studying is a collaborative methodology for coaching a machine-learning mannequin that retains delicate consumer information personal. A whole bunch or 1000’s of customers every practice their very own mannequin utilizing their very own information on their very own machine. Then customers switch their fashions to a central server, which mixes them to give you a greater mannequin that it sends again to all customers.
A group of hospitals positioned around the globe, for instance, might use this methodology to coach a machine-learning mannequin that identifies mind tumors in medical photos, whereas preserving affected person information safe on their native servers.
However federated studying has some drawbacks. Transferring a big machine-learning mannequin to and from a central server entails transferring a whole lot of information, which has excessive communication prices, particularly because the mannequin should be despatched backwards and forwards dozens and even a whole bunch of instances. Plus, every consumer gathers their very own information, so these information do not essentially comply with the identical statistical patterns, which hampers the efficiency of the mixed mannequin. And that mixed mannequin is made by taking a median—it’s not customized for every consumer.
The researchers developed a method that may concurrently deal with these three issues of federated studying. Their methodology boosts the accuracy of the mixed machine-learning model whereas considerably lowering its dimension, which hurries up communication between customers and the central server. It additionally ensures that every consumer receives a mannequin that’s extra customized for his or her atmosphere, which improves efficiency.
The researchers have been in a position to cut back the mannequin dimension by almost an order of magnitude when in comparison with different methods, which led to communication prices that have been between 4 and 6 instances decrease for particular person customers. Their method was additionally in a position to enhance the mannequin’s total accuracy by about 10 %.
“A whole lot of papers have addressed one of many issues of federated studying, however the problem was to place all of this collectively. Algorithms that focus simply on personalization or communication effectivity do not present a ok resolution. We needed to make sure we have been in a position to optimize for every part, so this method might really be utilized in the true world,” says Vaikkunth Mugunthan Ph.D. ’22, lead creator of a paper that introduces this method.
Mugunthan wrote the paper together with his advisor, senior creator Lalana Kagal, a principal analysis scientist within the Pc Science and Synthetic Intelligence Laboratory (CSAIL). The work can be introduced on the European Convention on Pc Imaginative and prescient.
Reducing a mannequin all the way down to dimension
The system the researchers developed, referred to as FedLTN, depends on an thought in machine studying often known as the lottery ticket speculation. This speculation says that inside very massive neural community fashions there exist a lot smaller subnetworks that may obtain the identical efficiency. Discovering one in every of these subnetworks is akin to discovering a successful lottery ticket. (LTN stands for “lottery ticket community.”)
Neural networks, loosely based mostly on the human mind, are machine-learning fashions that study to resolve issues utilizing interconnected layers of nodes, or neurons.
Discovering a successful lottery ticket community is extra difficult than a easy scratch-off. The researchers should use a course of referred to as iterative pruning. If the mannequin’s accuracy is above a set threshold, they take away nodes and the connections between them (identical to pruning branches off a bush) after which take a look at the leaner neural community to see if the accuracy stays above the edge.
Different strategies have used this pruning method for federated studying to create smaller machine-learning fashions which may very well be transferred extra effectively. However whereas these strategies might velocity issues up, mannequin efficiency suffers.
Mugunthan and Kagal utilized a couple of novel methods to speed up the pruning course of whereas making the brand new, smaller fashions extra correct and customized for every consumer.
They accelerated pruning by avoiding a step the place the remaining elements of the pruned neural community are “rewound” to their authentic values. In addition they skilled the mannequin earlier than pruning it, which makes it extra correct so it may be pruned at a sooner price, Mugunthan explains.
To make every mannequin extra customized for the consumer’s atmosphere, they have been cautious to not prune away layers within the community that seize essential statistical details about that consumer’s particular information. As well as, when the fashions have been all mixed, they made use of knowledge saved within the central server so it wasn’t ranging from scratch for every spherical of communication.
In addition they developed a method to scale back the variety of communication rounds for customers with resource-constrained gadgets, like a sensible telephone on a sluggish community. These customers begin the federated studying course of with a leaner mannequin that has already been optimized by a subset of different customers.
Successful huge with lottery ticket networks
Once they put FedLTN to the take a look at in simulations, it led to raised efficiency and diminished communication prices throughout the board. In a single experiment, a conventional federated studying strategy produced a mannequin that was 45 megabytes in dimension, whereas their method generated a mannequin with the identical accuracy that was solely 5 megabytes. In one other take a look at, a state-of-the-art method required 12,000 megabytes of communication between customers and the server to coach one mannequin, whereas FedLTN solely required 4,500 megabytes.
With FedLTN, the worst-performing shoppers nonetheless noticed a efficiency increase of greater than 10 %. And the general mannequin accuracy beat the state-of-the-art personalization algorithm by almost 10 %, Mugunthan provides.
Now that they’ve developed and finetuned FedLTN, Mugunthan is working to combine the method right into a federated studying startup he lately based, DynamoFL.
Transferring ahead, he hopes to proceed enhancing this methodology. For example, the researchers have demonstrated success utilizing datasets that had labels, however a better problem can be making use of the identical methods to unlabeled information, he says.
Mugunthan is hopeful this work evokes different researchers to rethink how they strategy federated studying.
“This work exhibits the significance of fascinated with these issues from a holistic side, and never simply particular person metrics that need to be improved. Typically, bettering one metric can really trigger a downgrade within the different metrics. As a substitute, we must be specializing in how we are able to enhance a bunch of issues collectively, which is admittedly essential whether it is to be deployed in the true world,” he says.
Massachusetts Institute of Technology
This story is republished courtesy of MIT Information (web.mit.edu/newsoffice/), a well-liked website that covers information about MIT analysis, innovation and instructing.
Collaborative machine studying that preserves privateness (2022, September 7)
retrieved 7 September 2022
This doc is topic to copyright. Aside from any truthful dealing for the aim of personal examine or analysis, no
half could also be reproduced with out the written permission. The content material is supplied for data functions solely.
Why Does Spectrum Router Keeps Dropping Wi-Fi
You may be wondering why your spectrum router keeps dropping Wi-Fi. Let’s explore what you should do when faced with such a problem.
After reading this article, you will benefit from an expert step-by-step guide on how to troubleshoot your router. We have highlighted various things you have to look at before thinking about a replacement, when is the right time to change a router, and how to get the best from your spectrum router.
Your network router could be dropping due to a network overload. In such a case, we recommend upgrading your router or getting another router to compliment the existing one.
Besides, we have articulated reasons why your router might be dropping signals. Keep scrolling to learn more!
What do you do when your spectrum router keeps dropping Wi-Fi
There are several reasons why your spectrum might be dropping signals. Here are three primary reasons;
- Network overload
- Defective routers
- Router and modem distance.
So, what should you do from here? What actions should you take, and what is the overall utility of the action?
Troubleshooting is the systematic evaluation of a device to see where a problem is coming from and look for accurate measures to solve it. When the internet goes down and your spectrum Wi-Fi keeps dropping, leaving you unsure of what to do, always follow these basic steps.
Step#1. Check if the device you are using meets the following criteria:
- Compatibility with the internet provider that you have.
- The software update on your device is up to date with the requirements of the internet modem.
It is essential to check if your router is on because using the router while off gives no-signal feedback to your devices.
Tip: to avoid being alarmed for no apparent reason, try restarting your router when there is a connection problem. You can also test it on different devices to see if it works. This check is crucial because you might realize a connection on the other devices, i.e., the problem could be with your laptop or PC.
Step #2. Check cable connections
Device connections cables lose grip from being moved from time to time without you being aware. Check each cable – but better still unplug all the cables and then plug them back well.
Step #3. Check the number of connected devices
Sometimes we are too generous and want to share our internet Wi-Fi with neighbors, or maybe we have too many devices on the internet router. It is good to have a smaller number of devices—fewer devices mean that there’s a high bandwidth available to be shared, while more devices mean that the available bandwidth could potentially drop.
Step #4. Relocation and repositioning of your equipment.
A router should be in a central position. Reposition your router because bad positioning can be the main reason why your spectrum Wi-fi keeps dropping.
Step #5. Protect your network.
It is always good to ensure that you have a strong password that protects your network. Strong passwords are meant to keep outsiders from getting into your connections and messing with them. They guarantee the safety of your data and promote a risk-free browsing experience.
Step #6. Keep the device dust-free
The dust has always been an enemy to any electronic devices and is not limited to routers only. The dust that accumulates on a router is dangerous because it blocks the vents that allow for free air circulation within the router.
Lousy circulation of air from blocked ducts heats the router and can cause damage. If your spectrum router keeps dropping Wi-Fi, it might be time to dust off your router.
How do I know if my router is working?
Spectrum router has a simple procedure that you can easily use to check your router’s status.
Step #1. Sign in to your spectrum online app and input your password.
Step #2. Toggle through the services. Two things are essential to remember in this step.
- A green mark means that your connection is working.
- A red mark indicates the absence of a signal or a low signal strength.
Note. If the above steps are not of great assistance, you can consult the company that manufactures your router using the contact details on their website. There is a support team always ready to attend to your queries.
How do I get the best services from my spectrum router?
- When not in use, turn off the router – like all electronic devices, continued use can easily mean faster tear and wear. Switching off the device does not only save energy; it protects the device from becoming obsolete fast.
- Choose a location that gives the optimal signal – a router might not provide the best output if placed near a microwave or in a space surrounded by bricks. Always ensure that your router is placed in a high position for optimum service.
- Router upgrade – an upgrade on a router always comes with new improved features. A recent upgrade means better services and faster connectivity.
- Discard the default password – this will ensure that you are secure and information is not subject to theft or hacking. Default passwords are easy to hack into.
When do I replace my spectrum router?
Being in the internet age and working from home and with so many great things of the internet age, it is always good to have a router that tends to your individual needs. There are certain instances when you need to change a router. Check out the following reasons.
Years of use
Experts advise that a router should be changed every five years, but that is restricted to routers that use fewer devices and are not under continuous usage.
Routers that support many devices and are used in higher frequencies should be changed after two years.
Get me there fast
No one likes a slow internet connection – meaning that once a router has become sluggish in response and not taking advantage of the internet speeds you get billed for, you should make a replacement.
There is nothing more beautiful than an upgrade. New updates are being made each day as products become more complex and security becomes an issue of interest. You can replace your old router if a next-gen router offers better protection and fast connectivity.
If you want to expand coverage, it’s a good idea to have an extra router in your house or on any premises. A different router means that all areas within your premises are covered.
The default password that comes with the router is usually very easy to guess. Always change it to prevent people from accessing your Wi-Fi connection without your approval.
If your spectrum router keeps dropping Wi-Fi and fails to work as you desire, you can always contact customer care support and ask them about areas to troubleshoot yourself. If your troubleshooting doesn’t work and the problem is hard to fix, it’s best to send the router back to the provider and get a new one if you still have the warranty. You can also call a certified professional to fix your router because you might do more damage to the router by trying to fix it all by yourself.
‘Brain drain’ hits Africa’s tech developers
Samuel Onidare had a hard time convincing his coworkers that he had made the correct option when he moved back to Nigeria from the United Kingdom a year ago.
As a lecturer in the Department of Telecommunications Science at the University of Ilorin in Nigeria, Onidare is interested in exploring topics related to wireless cellular communication, next-generation mobile broadband, wireless sensor networks, power control, and 5G.
He rejected advice and stayed in Nigeria to assist cultivate local IT potential via teaching and research.
Nonetheless, since his return, government-owned colleges in Nigeria have been shut down due to salary disagreements between faculty and the administration. Overwhelmed, Onidare explained that the situation in Nigeria is emblematic of the difficulty facing countries throughout Sub-Saharan Africa in cultivating technological expertise.
“I believed I had learned a lot so I was going back with all the excitement,” he remarked. “On the other hand, once you’re here, you see that the system isn’t interested in having you. Because of this, many choose to remain overseas or leave the country permanently. A functional system is at the heart of this discussion. It’s not always ideal back home, but it beats what they’ll find in the United States.”
Unrealized potential of Africa’s untapped talent
UN statistics reveal that Africa has the youngest population overall, with 70% of Sub-Saharan Africa’s population being under the age of 30. Because of the great number of young people in the globe, we have access to a vast pool of untapped potential for boosting the economy.
Kunmi Lasisi, a Nigerian digital developer in Canada at the age of 34, thinks that the talent pool is the reason why major international tech companies like Google, Amazon, Starlink, Facebook, and Microsoft have established such a strong presence in Africa. Twitter’s first African headquarters was established in Ghana, West Africa, in April 2021.
Nonetheless, a fresh wave of migration is occurring from various regions of Sub-Saharan Africa, which has major consequences for the technological ecology. The term “japa” refers to the emigration of highly educated people from Nigeria, Africa’s most populous country and its largest economy, to nations with higher median incomes.
Canadian immigration officials found that Nigerians had the third-highest number of invitations to apply for permanent status. Similarly, as of 2021, more than 400 Nigerian IT professionals had immigrated to the United Kingdom using the Tech Talent Visa offered by the British government.
Almost everybody in the area is seeing the same thing, according to Belva Digital CEO Fred Kithinzi. Belva Digital is a digital marketing agency based in Nairobi, Kenya. In addition to hiring people from Africa, large IT companies are moving them to their home nations. According to Kithinzi, “in certain quarters, this has been described as a ticking time bomb.” The phrase “brain-drain” is used in certain countries.
Facing economic difficulties
Lasisi, who worked for a digital company in Lagos before migrating to Canada, explains that the lack of secure economic possibilities for young people in Africa is a major factor in the brain drain of computer talent.
Inflationary pressures are on the rise in most African nations, forcing monetary policymakers to increase interest rates in an effort to slow the price of goods and services. Inflation rates in June ranged from 18.6% in Nigeria and 29.8% in Ghana to 191% in Sudan and 220.7% in Zimbabwe.
According to Emmanuel Otori, CEO of Abuja Data School, Nigeria, the lack of necessary infrastructure is a reflection of the status of the economy. This in turn reduces the output of tech professionals.
Otori claims that most people are content to stay in their own country as long as they are able to make a living there, but that inadequate infrastructure and safety concerns force many individuals to leave the continent. In addition, “the cost of data (internet) is an issue for young digital geniuses who do not have resources,” Otori says.
Disparity in pay
When Zimbabwe’s economy was growing by double digits in 2010 after years of hyperinflation, Nigel Mugamu returned there. He reveals that he moved back to the continent to be closer to his family.
Mugamu, who has previously worked in Australia and the United Kingdom, is now the chief storyteller at 263Chat, an online media organization in Zimbabwe. “But since then, I know many Zimbabweans who have left the continent for Germany, France and that’s obviously having a negative impact on tech on the continent,” he said. “Many of these problems may be solved by improving infrastructure, expanding possibilities, increasing access to funding, and cultivating more skilled developers. There is a shortage of venture funds (early stage investors) to back the ideas, a financial gap, and a knowledge gap.”
About 38% of African developers, per Google’s 2021 Africa Developer Ecosystem study, are employed in Africa by a firm with headquarters outside of Africa.
Otori tells SciDev.Net that many of these talented people leave the region as soon as they have acquired sufficient expertise.
Lack of compensation
In Canada, “a tech talent may be able to earn between US$50,000 and US$70,000 a year,” he says. “However, you may earn $250,000 naira every month in Nigeria (about $500 a month or $6,000 a year). Without regard to differences in the cost of living, it is preferable to relocate since the remaining resources will allow you to achieve your desired standard of living.”
He argues that although coding and data analysis are highly sought after, they are also highly specialized fields. “Accordingly, almost 70% of the students who enroll at our school ultimately leave for other countries. This is counterproductive to any potential economic progress in Nigeria. In spite of this, they proceed with the relocation since their motivation is low.”
Onidare uses the example of an associate professor he knew who choose to remain in the United Kingdom and take a lower-paying position as a junior engineer to back up his claim regarding compensation: “If he is working as a junior engineer, he is likely making six times as much as a professor in Nigeria.
A software developer or network administrator in Nigeria might expect to make at least 10 times as much money working abroad as they would at home.
Creating Reliable Structures
Building strong systems between nations in Sub-Saharan Africa is the key to ending the continent’s brain drain issue, according to Onidare, who spoke with SciDev.Net. Appreciating native potential is the first step, he argues.
The problem, he argues, is that Nigerians “don’t respect what’s our own, especially in the digital area.” This may be a problem across Africa.
In addition, Onidare urges cooperation between policymakers in government and academics.
“When I was in Sweden for my master’s degree, the synergy between the academic community and the business world was so strong that corporations often sent prototypes of their newest inventions to universities for evaluation before releasing them to the public,” he explains. “However, here, people tend to doubt that any meaningful progress can be made in our educational systems. But they won’t accept it since the government itself doesn’t value schools.”
However, Kithinzi claims that brain drain is not always a terrible thing because many of Africa’s most successful companies and startups were created by African experts who left the continent to obtain experience elsewhere and then returned to bring change.
“In a capitalist economy, supply and demand cause brain drain. Taking advantage of this situation will serve our interests “In his own words, he says. The leaders of Africa must do everything they can to make the continent a place where talented people from all over, African and others, may thrive and help the continent catch up to the rest of the world economically.”
Apple AirPods Pro 2 Review: Complete Package
For Apple customers, the second-generation Apple AirPods Pro offer the greatest in noise cancellation, usability, convenience, and sound quality.
If the sound quality of your truly wireless earbuds is good, it might be hard to find something better. Apple, on the other hand, has come up with an unusual way to do this, which explains why software updates take so long. You can immediately get the impression that the design hasn’t changed at all. But there are some novel features here, such as a lanyard loop, the ability to use the Apple Watch charger, and speaker grills.
Apple products have a very simple setup process. When you first remove your AirPods Pro from their packaging, your iPhone will begin providing you with instructions. The program also prompts you to snap pictures of your ears during setup so that it can personalize the 3D sound for you.
This feature is commonplace in modern headphones, particularly Sony models. The app will also let you know if the silicone tips are a good fit for your ears and if a different or better seal is required. Everything here prepares you for what’s to come.
The ability to block out noise was one of the best things about the original Apple AirPods Pro. And with what’s included in this release, Apple has truly surpassed its own standards. When it comes to more than just blocking out background noise, the noise cancellation is excellent.
The new AirPods Pro are so effective at blocking out ambient noise that they seem like two little Pods of Peace and Quiet. They only dull the loudest sounds while leaving the rest intact. It does this without making the dead air spaces that were common in early attempts to block out noise.
As you travel around the United States, you’ll see how popular the Apple AirPods Pro are. The effect is the same as if everyone is donning a pair. Here’s where the new adaptive transparency function of AirPods Pro really shines as a technological breakthrough. When set to transparent mode, the AirPods automatically muffle strong ambient sounds.
The most noticeable change to the hardware of the Apple AirPods Pro is that they now have physical controls for the volume. When the music is playing, you may adjust the level by sliding your finger up or down the stem’s capacitive “force sensor” part. It may be done with either earbud, and the volume change is audible as a little click in that ear.
Weirdly, the loudness of the feedback click never changes, thus you can’t tell where you now stand in terms of the game’s difficulty. The only sounds you get are a unique beep at maximum level and a bloop at minimum. I really like the additional volume control and wish Apple would have included it with the first generation of Apple AirPods Pro.
For extra safety, the AirPods Pro case has the same U1 chip that is in an AirTag. This makes it possible to track the exact location of the case. As before, when your missing bag is close by, the Find My app will show you a screen similar to the one you saw when you first installed it.
Furthermore, Apple has included a speaker at the bottom of the cover. When charging, when the battery is low, and every time you reseat the AirPods and close the lid, the speaker emits a little chime.
If you misplace your Apple AirPods Pro outside of the house, you may use the “Find My” network to be alerted when other Apple devices come into contact with them . Connecting your Apple AirPods Pro to your Apple ID is a brilliant anti-theft safeguard that no stranger can erase, and it’s great to see Apple working to make it even easier to track them down. Moreover, I’ve found that the earphones’ and the case’s battery percentages stay visible in the iPhone’s battery widget for a lot longer than they used to.
The Apple AirPods Pro and their charging case have an IPX4 rating for resistance to water and perspiration, and the case can be recharged using the same Apple Watch charger that is compatible with MagSafe and standard Qi chargers. Apple says the new record is six hours of listening time with ANC turned on, 5.5 hours with head-tracking spatial audio, and 4.5 hours of continuous talking time. The total amount of time you can listen to music is expected to be 30 hours, and recharging the case will add an extra six hours over the first-generation Pros.
The quality of incoming voice calls appears to have been slightly enhanced over the first-generation Apple AirPods Pro. Apple hasn’t made any promises about this, but my coworker Becca Farsace and I have both seen improvements in the second-generation device.
Machine learning models identify apps that will likely violate Google Play store guidelines
The first step was to gather a huge amount of data on both deleted and still-installed apps: We gathered information about almost two million apps, such as the descriptions their creators submitted to the App Store. Then we went ahead and built the foundation for half of these apps.
Tested models on a large data set of apps
After that, Mohsen and his team monitored the App Store to see which applications were withdrawn over the course of six months. This was true of 56% of the people we chose. It took 26 months to put together the data set that was used to train the ML models.
Their choice of algorithm was known as Extreme Gradient Boosting. For challenges like this, “it is the best machine learning algorithm,” Mohsen says. Two different prediction models, one for programmers and one for end users, were built using the method.
The user model was made with 47 characteristics, and a test dataset showed that it was accurate 79.2% of the time in predicting app uninstallations. The developer model relied on just 37 features, resulting in a somewhat lower accuracy of 76.2 percent, because some of these variables, such as app store ratings, are unavailable before submitting the program to the store.
The future of an app may be predicted with “reasonable precision,” as Mohsen puts it. The next step is to give app developers and users a way to figure out if their apps are likely to be deleted. “This is useful for developers because they risk being removed from the Google Play Store for repeated rule violations,” says Mohsen, “but it’s also useful for consumers since they create data with their applications that they’ll lose if the app is abruptly pulled.”
It’s not only you who may learn from this study; researchers everywhere will reap the rewards. “The large collection of data we put together for our work is now available on the Dutch website Dataverse.nl,” says Mohsen. This means that anybody can strive to improve upon Mohsen’s and his team’s results. We can’t wait to see if they can compete with us in this next tournament. The advantages to consumers and creators would grow even larger as a result.
Tesla to deliver 1st electric semis to PepsiCo in December
PepsiCo said Friday it will receive its first Tesla semi-trucks on December 1, a vehicle Elon Musk has said can travel five hundred miles on a single charge.
The trucks will support the soda company’s Sacramento, California beverage plant as well as its Modesto, California factory for the Frito-Lay snack brand, according to Pepsi.
A Pepsi spokeswoman declined to say how many Tesla trucks will be delivered, saying in an email that “we will provide more details once we have taken delivery.”
Musk announced the planned December 1 delivery in a Twitter post on Thursday night, calling the truck “super fun to drive.”
He first announced the vehicle in 2017, targeting production two years later. But the timeframe has been pushed back several times amid supply chain p
Chipmaker TSMC, Gross Sales – Buck Estimates
Chipmaker TSMC makes chips that are utilized in a variety of products including laptops, information applications, wired and wireless communication systems as well as consumer electronics such as game consoles.
On Friday, chipmaker TSMC, the largest chipmaker in Taiwan, announced higher earnings than previous buck estimates. This comes as a surprise despite a warning from competitors that the global economic crisis was hurting demand for electronics.
The world’s largest silicon wafer fabs are operated by Taiwan Semiconductor Manufacturing Company, which also makes some of the most advanced microchips used in everything from cell phones and rockets to automobiles and cars.
The revenue generated for September was down 4.5% from August but up 365 from September last year. Bloomberg News buck estimates indicate that chipmaker TSMC revenue rose 48% year-on-year to about $19.4 billion.
According to chipmaker TSMC, there is continued growth in markets for high-performance computing and automotive chips. In July, the chipmaker reported sales were up more than 40% in the second quarter.
Other chip companies who have indicated positive buck estimates include Samsung which has announced that it is working at its full capacity to address the global shortage.
Is there a chip surplus on the horizon – Chipmaker TSMC
The TSMC news release coincided with a warning from Samsung, whose profits, according to buck estimates, might fall by 32% in the third quarter. Companies such as AMD have announced a lack of chip surplus and sales below $ 1 billion below expectations.
Chipmaker TSMC is better protected from a downturn in part because TSMC inventory contains some of the most advanced and compact chips that are still in high demand and have limited availability.
TSMC revenue, according to Apple and Qualcomm, is driven by the Taiwanese company’s influence on chip production worldwide.
But according to AMD, sales of the embedded, data center, and gaming chips increased dramatically year over year and met expectations. In Q3, total sales increased by 29%. On November 1st, official results will be released.
The SOX, or Philadelphia semiconductor index, fell 6.1% on Friday. The 30 most heavily traded semiconductor stocks in the US are included in the SOX. The SOX has dropped 40.3% so far this year. The most severely impacted manufacturers recently are those of memory chips and PC processors due to the fall in sales in those markets.
Algorithms predict sports teams’ moves with 80% accuracy
Algorithms power – Cornell University’s new algorithms might ensure that autonomous cars make better judgments and improve human-robot interaction.
Artificial intelligence in today’s culture is used in a variety of ways because of its ability to effectively address difficult issues from healthcare, banking, and education. AI is enhancing the convenience and speed of our daily lives.
More than 80% of volleyball player behavior in-game can be predicted by algorithms developed at Cornell’s Laboratory for Intelligent Systems and Controls, and the lab is currently working with the hockey team Big Red to expand the research project’s applicability.
The algorithms are distinctive in that they take an integrated approach to anticipating actions, mixing explicit information such as an athlete’s position on the team with implicit data such as an athlete’s position on the court.
Silvia Ferrari, John Brancaccio Professor of Mechanical and Aerospace Engineering and the study’s principal investigator, found that computer vision can understand visual information such as jersey color and a player’s position or posture.
We continue to use this real-time data while incorporating hidden characteristics like team strategy and player accountability that people can deduce as we are experts in this environment.
Ferrari and graduate students Junyi Dong and Qingze Huo taught computers to infer hidden factors by watching games, much like humans learn about sports. The algorithms used machine learning to extract information from records of volleyball games and use it to make predictions when new games are presented to them.
The results, published September 22 in the journal ACM Transactions on Intelligent Systems and Technology, show that the algorithms can execute multiple actions over a sequence of up to forty-four frames with an average accuracy of more than 80%.
To predict and infer players’ roles with an average accuracy of almost 85%, such as B. the distinction between a defender and a blocker. Movements included spiking, sitting, blocking, digging, jogging, crouching, falling, standing, and jumping.
Algorithms Video and Data Analysis
More than 80% of volleyball player behavior in-game can be predicted by algorithms developed at Cornell’s Laboratory for Intelligent Systems and Controls, and the lab is currently working with Big Red’s ice hockey team to expand the research project’s applicability.
Ferrari hopes teams will use the algorithms to rehearse specific moves and game scenarios before competitions, teaching them through videos of an opponent’s previous games and exploiting their predictive power.
Men’s hockey team Big Red and Ferrari are currently working together to further improve the program after Ferrari filed a patent application. Ferrari and her graduate students, led by Frank Kim, are developing algorithms that can autonomously recognize players, actions, and games using game videos provided by the team.
Support for commenting on feature films is one of the project goals. Manual annotations by team members are a time-consuming process. Ben Russell, director of Cornell’s men’s ice hockey team, said, “Our program has a strong focus on video analytics and data technology. As a coaching staff, we are always looking for ways to improve to better serve our athletes.
I am extremely impressed by the study that Professor Ferrari and her students have carried out so far. This idea has the potential to have a significant impact on how teams research and prepare for competition.
“Because if you consider all the content, all the contextual clues, and you observe a group of people, you can do a lot better at predicting what they’re going to do,” said Ferrari, who is also the associate dean for cross-campus engineering research. “Humans are not as unpredictable as the machine learning algorithms are making them out to be right now,” Ferrari said.
Using Tech to Get the Most from Travel
Using Tech to Get the Most from Travel: How Do You Get the Best by Utilizing Available Technology?
Technology has become a distractor in our daily lives. Social media apps such as Facebook, Instagram, and TikTok, serve as sources of distraction. Using technology can also become a risky affair, especially when traveling. Despite the risks involved and the claims of distraction, technology can be amazingly helpful.
The Search Option: It Perks
Utilizing search engines, comparison sites, and review websites is one of the easiest and most efficient ways to make the most of your trip experience while using your smartphone or laptop. Each of them has a focus on providing consumers with the most accurate recommendations relevant to their location and inquiry.
Travelling offers important benefits, which include a break from the normal routine. It can be a fantastic way to reduce stress and the risk of heart failure while improving general attitude and mood.
The search option is a terrific way through which a traveler can easily spot the best offers. The search result pages offer flexibility that cannot be understated anywhere.
Search results are important because:
- They give the traveler a chance to get a group outcome. This helps the user get sorted with a wide range of data such as cost, departure home of flights, and length of a journey.
- It helps in filtering information by narrowing down its findings. Filtering information using search results pages helps in the fast loading of pages and information.
Examples of search results pages for travelers are:
Travellers’ Preparation Checks 2022
Travellers are supposed to plan before travelling. Below are a few things to check on.
- Before you go, make sure your COVID-19 vaccinations are current.
- Find out where to receive a vaccine or booster and when you can get your booster.
Especially for individuals who have been boosted, COVID-19 vaccinations are beneficial in preventing major illness, hospitalization, and even death.
- Follow any instructions from transportation providers (such as airlines, cruise lines, and buses) and, any additional instructions from the destination, such as wearing a mask or providing evidence of immunization or testing.
- Some nations’ criteria might be different from conventional requirements. You risk being denied admission and being forced to return to your country of departure if you don’t adhere to the rules of your destination.
The prominent search engine Google has unveiled new travel-focused features or updated old ones to aid in research and booking alternatives, which will please travelers who are busy making travel arrangements for the forthcoming summer break or beyond.
If you are planning on traveling, you can enjoy a 10% discount at WayAway by using the link https://wayaway.tp.st/kkRpiuR7 Or you can use the PROMO CODE-TP-384658
Using Tech to Get the Most from Travel – Translator Apps
Translation has been a major thing since the 2000s, as companies began acquiring new markets. The need for translation tools on travel apps is growing, especially in the travel and hospitality sectors, as daily usage increases dramatically.
Following the explosive expansion of mobile app development, mobile translation software’s potential is expanding.
Today’s user translation demands are more flexible and mobile thanks to advances in software solution development. Modern technology makes it possible for mobile users to communicate across languages and cultures without the use of a traditional dictionary or a translator.
Despite their valuable use, there are possibilities of misinterpretation or the loss of information.
The smartphone translation app is a fantastic aid for tourists who are illiterate in other languages. Without a doubt, the app for language translation will continue to be popular in the app market and grow in importance, not just for the tourism sector.
Using Tech to Get the Most from Travel-Contactless Payments
Using contactless payment is a crucial technology for travelers. This helps travelers to make payments swiftly even when they do not have a credit card or cash. Contactless payments save time while improving customer experience for a business.
After the coronavirus outbreak, the availability of contactless payments evolved from a convenience to a crucial component of tourism promotion. Many travelers are hesitant to touch currency because they are concerned about the virus spreading. Additionally, you may safeguard your own data and identity by using contactless payments as much as possible.
New Report Seeks to Ensure Hydropower Sustainability
Hydropower sustainability means reduced emissions of harmful waste products or air pollution. Utilizing hydropower helps the United States avoid over 200 million metric tons of carbon emissions per year, the equivalent of nearly 38 million passenger automobiles.
The Oak Ridge National Laboratory of the U.S. Department of Energy has given hydropower operators new information to better plan for extreme weather events and changes in seasonal energy demands brought on by climate change.
For the current analysis, ORNL researchers simulated future hydrologic conditions at 132 federal hydropower plants in the United States using downscaled global climate forecasts. The generated forecasts will allow hydropower operators and policymakers to adjust their operational schedules and water consumption each season as part of a comprehensive mitigation strategy in order to prepare for changing climatic conditions and decreased water availability.
Hydropower Sustainability and the Environment
According to Shih-Chieh Kao, water power program manager at ORNL, “one of the most important concerns impacting the resilience of U.S. hydropower systems and infrastructure is the amplification of future severe events, including both floods and droughts.” In order to adjust to a changing environment, “this new normal compels us to think differently about present operating procedures.”
For hydropower operators, catastrophic occurrences are only one problem; another is a rising tension between water supply and electricity demand. In the western United States, an earlier-than-expected snowmelt season is anticipated to have an effect on water runoff. This might lead to less water being available for hydropower production in the summertime, precisely when electricity demand rises. A pressure on water resources for industrial and agricultural usage, navigation, municipal water supply, flood control, and other uses is also being caused by increased evaporation as a result of warming temperatures.
More Plans Towards Hydropower Sustainability
Future energy planning will benefit from a better understanding of these shifts. 35% of renewable energy and over 7% of all the electricity generated in the United States come from hydropower.
Building on two prior rounds of hydroclimate evaluations completed over the preceding ten years, ORNL collaborated with DOE’s Water Power Technologies Office and other government agencies. The study was limited to federal hydropower plants, which account for nearly half of the nation’s hydropower capacity and offer a range of non-power services to the local population. The energy generated by these plants is largely sold to public power utilities and rural electric cooperatives in 33 U.S. states and is marketed by DOE Power Marketing Administrations.
Insights built on data
The Coupled Model Intercomparison Project, which supports recurring research by the Intergovernmental Panel on Climate Change, provided the study’s foundation with often updated global climate estimates. However, researchers had to take into account features particular to each facility and region in order to downscale climate signals for each watershed in the best possible way.
Data on observed and simulated climatic events, historical hydropower plant generation, and specific watershed and land surface properties for each region were gathered by ORNL researchers between 2010 and 2013. The research team used this information to create an assessment framework that could simulate a range of hydrologic conditions, such as annual and seasonal air temperatures, precipitation, runoff from melting snow or rain, and levels of drought, in order to project water availability for hydropower operation.
The indications of global climate change were downscaled into future hydrologic and hydropower estimates at each watershed site using a variety of numerical models and statistical techniques. Future streamflow, hydropower activities, and reservoir evaporation models were all included in each evaluation. These models were used by academics to forecast how future energy consumption will change as a result of climate change.
Balancing water availability with water management
Flexibility will be essential to maintaining the advantages of hydropower as a renewable energy source, and these models offer a state-by-state road map for long-term planning.
DOE is expanding its research to non-federal hydropower plants, whose operators may not have the resources to examine and solve these concerns, in order to provide more hydropower stakeholders the tools and information they need to plan for climate change consequences.
The climate system is intricate, but we can now use ever-more-accurate prediction models to comprehend anticipated shifts in climate extremes and figure out what can be done to prevent these changes, according to Kao.
Emojis – Five Ways to Improve Your Communication
Whether or not it’s on social networks, in messages or in emails, the usage of emojis is now firmly rooted in our everyday lives. In case you’re not absolutely satisfied with their advantages, here are five reasons that could persuade you.
There are emojis everywhere. On the internet, these little pictograms may be seen all around. Adobe has released the findings of a new report, “Adobe’s Future of Creativity: 2022 U.S. Emoji Trend Report,” after studying the usage patterns of 10,000 emoji users worldwide, including 5,000 users in the US.
The details and justifications examined Emojis are used in communications by people because they “provide people the tools they desire to be able to categorize themselves and communicate their sentiments, whether it’s on social media or messaging applications.”
They enable people to connect more closely with others and transmit more than just words, according to Kamile Demir. Kamile Demir is an Adobe computer scientist and a consultant to the Unicode Emoji Subcommittee.
1 – Emojis makes you seem awesome
According to the study, 73% of US users asked believe that using emojis in communications makes them look cooler, nicer, and even funny.
2 – Can convey a contact of lightness to a dialog
It is often said that a picture is worth a thousand words. Emojis undoubtedly make it easier to express a feeling quickly without using words. Emoji usage may therefore encourage improved communication. For 91% of US consumers, the right emoji adds a touch of humor to conversations that are typically contentious.
According to 60% of US respondents, using these little emojis can also improve consumers’ psychological well-being. Additionally, almost all US emoji users (88%) claim that when someone uses an emoji, they are more likely to feel empathy towards them.
3 – For seduction
Emojis are proven to be quite effective in forging an emotional connection in the era of courting websites (or “Date Me” Google Docs). Using emoji is a sign of emotional intelligence, according to Paul D. Hunt, typeface designer and font developer at Adobe. It indicates that you may be weak and wear your heart on your sleeve.
But be careful to use the proper emojis when it comes to seduction. According to the survey, the best emojis for flirting and wooing are “kisses,” “smiley face with hearts,” and “coronary heart eyes.”
However, it’s better to avoid using the “eggplant,” “indignant face,” and “poop” emojis, as is obviously the case. According to the study, 32% of Era Z users had previously broken up with their partner using an emoji.
4 – Emojis can enhance co-worker relations
Workplace connections have changed in the opposite direction with the development of remote working. According to the study, emojis have the ability to bring coworkers together despite distance.
Emojis, according to 69% of US respondents, have a positive impact on likeability and may even help people communicate ideas more quickly (79%), hasten group decision-making (62%) and increase creativity (58%).
“One of the difficulties with hybrid work is that, without face-to-face interaction. It may be harder to understand textual communication from our coworkers. A quick cheerful face at the start of your message may go a long way, according to Kamile Demir. Kamile believes that emoji are an excellent approach to reduce the likelihood of miscommunication.
5 – To advertise inclusivity
In this era of emojis, where there is a push for greater diversity, justice, and variety in order to better accept clients from all over the world, the issue of depiction might be crucial. Their use encourages upbeat talks about cultural and socioeconomic issues, according to 71% of US respondents.
However, there is still a long way to go because 83% of US customers feel that emojis “should still give further illustration.”
What to Look for in a Water Purifier Dispenser?
Why Does Spectrum Router Keeps Dropping Wi-Fi
US Dollar Forecast: Bullish Bias Intact
Religious Politics – “Denounce it Nigeria”
Linda Evangelista: Supermodel settles cosmetic procedure case – BBC
Vijay Deverakonda on Liger: ‘Aag laga denge’
Politics5 months ago
Religious Politics – “Denounce it Nigeria”
Entertainment5 months ago
Linda Evangelista: Supermodel settles cosmetic procedure case – BBC
Entertainment5 months ago
Vijay Deverakonda on Liger: ‘Aag laga denge’
Sports4 months ago
Anthony Martial: Manchester United forward back in favour under Erik ten Hag | Football News
Politics4 months ago
Trump is in growing legal and political jeopardy after a whirlwind week
Sports4 months ago
Cristiano Ronaldo: Erik ten Hag insists Manchester United forward is not even close to being match fit | Football News
Health5 months ago
Frontline Honors: Cathy Creevey, BAYADA Home Health Care