Aim/Purpose: This research aims to evaluate models from meta-learning techniques, such as Riemannian Model Agnostic Meta-Learning (RMAML), Model-Agnostic Meta-Learning (MAML), and Reptile meta-learning, to obtain high-quality metadata. The goal is to utilize this metadata to increase accuracy and efficiency in identifying chili varieties in smart agriculture. Background: The identification of chili varieties in smart agriculture is a complex process that requires a multi-faceted approach. One challenge in chili variety identification is the lack of a large and diverse dataset. This can be addressed using meta-learning techniques, which allow the model to leverage knowledge learned from other related tasks or artificially expand the dataset by applying transformations to existing data. Another challenge is the variation in growing conditions, which can affect the appearance of chili varieties. Meta-learning techniques can help address this challenge by allowing the model to adapt to variations in growing conditions with task-specific embeddings and optimizations. With the help of meta-learning techniques, such as data augmentation, data characterization, selection of datasets, and performance estimation, quality metadata for accurate identification of chili varieties can be achieved even in the presence of limited data and variations in growing conditions. Furthermore, the use of meta-learning techniques in chili variety identification can also assist in addressing challenges related to the computational complexity of the task. Methodology: The research approach employed is quantitative, specifically comparing three models from meta-learning techniques to determine which model is most suitable for our dataset. Data was collected from the variety assembly garden in the form of images of chili leaves using a mobile device. The research successfully gathered 1,974 images of chili leaves, with 697 images of large red chilies, 649 images of curly red chilies, and 628 images of cayenne peppers. These chili leaf images were then processed using augmentation techniques. The results of image data augmentation were categorized based on leaf characteristics (such as oval, lancet, elliptical, serrated leaf edges, and flat leaf edges). Subsequently, training and validation utilized three models from meta-learning techniques. The final stage involved model evaluation using 2-way and 3-way classification, as well as 5-shot and 10-shot learning scenarios to select the dataset with the best performance. Contribution: Improving classification accuracy, with a focus on ensuring high-quality data, allows for more precise identification and classification of chili varieties. Enhancing model training through an emphasis on data quality ensures that the models receive reliable and representative input, leading to improved generalization and performance in identifying chili varieties. Findings: With small collections of datasets, the authors have used data augmentation and meta-learning techniques to overcome the challenges of limited data and variations in growing conditions. Recommendations for Practitioners: By leveraging the knowledge and adaptability gained from meta-learning, accurate identification of chili varieties can be achieved even with limited data and variations in growing conditions. The use of meta-learning techniques in chili variety identification can greatly improve the accuracy and reliability of the identification process. Recommendation for Researchers: Using meta-learning techniques, such as transfer learning and parameter optimization, researchers can overcome challenges related to limited data and variations in growing conditions in chili variety identification. Impact on Society: The findings from this research can help identify superior chili seeds, thereby motivating farmers to cultivate high-quality chilies and achieve bountiful harvests. Future Research: We intend to verify our approach on a more extensive array of datasets and explore the implementation of more resilient regularization techniques, going beyond image augmentation, within the meta-learning techniques. Furthermore, our goal is to expand our research to encompass the automatic learning of parameters during training and tackle issues associated with noisy labels. Building on the insights gained from our observed outcomes, a future objective is to enhance the refinement of model-agnostic meta-learning techniques that can effectively adapt to intricate task distributions with substantial domain gaps between tasks. To realize this aim, our proposal involves devising model-agnostic meta-learning techniques specifically designed for multi-modal scenarios.

Product innovation has become a crucial part of the sustainability of the coconut agro-industry in Indonesia, covering upstream and downstream sides. To overcome this challenge, it is necessary to create several model stages using a hybrid method that combines machine learning based on multiple criteria decision making and mass balance analysis. The research case study was conducted in Tembilahan district, Riau province, Indonesia, one of the primary coconut producers in Indonesia. The analysis results showed that potential products for domestic customers included coconut milk, coconut cooking oil, coconut chips, coconut jelly, coconut sugar, and virgin coconut oil. Furthermore, considering the experts, the most potential product to be developed was coconut sugar with a weight of 0.26. Prediction of coconut sugar demand reached 13,996,607 tons/year, requiring coconut sap as a raw material up to 97,976,249.

CEO severance has captured the attention of a wide array of audiences, yet it remains largely unexplored by management scholars. This paper offers a rigorous theoretical examination of CEO severance with the goal of developing a foundation for a systematic research agenda. In particular, we consider if, and how, severance agreements can be effective in serving the interests of both CEOs and shareholders. We argue that severance agreements have potential value as both an executive recruitment and governance tool, but that the way they are conventionally structured undermines the value that shareholders realize from them. The implications of structure have been almost entirely overlooked by scholars, perhaps because the influence of compensation consultants has left little variance in how severance agreements are implemented across firms. We address this gap by theorizing about how severance agreements could be structured to effectively generate value for executives and shareholders. To do this, we introduce a categorization of key dimensions of CEO severance agreements, and consider how each of these dimensions can be structured to facilitate CEO recruiting, while simultaneously mitigating future governance problems. Our propositions offer new opportunities for governance and compensation scholars to link CEO severance agreements to important organizational outcomes.

The settlement brings end to two separate investigations focused on illegal drilling practices and consumer deception

As Techdirt stories attest, Wikipedia has been attacked in the past for publishing true information that somebody doesn’t like. As well as wanting articles to be censored, those behind such attacks often also demand the names of those who worked on the article. Something similar is now happening in India, where the Indian news agency […]

Facebook, TikTok, Twitter, YouTube and Instagram apps are seen on a smartphone in this illustration taken, July 13, 2021.— Reuters

Meta-owned Instagram might be working to add a new AI-backed feature that will allow users to create profile pictures using Meta’s artificial...

Both leaders express concern over spread of coronavirus in country

BMX Instagram Compilation 2016 - Sven Avemaria

Here's a short Instagram compilation of clips we posted at our instagram account kunstformbmxshop about our bro Sven Avemarie from the last couple months. We hope you'll like it!

https://www.instagram.com/kunstformbmxshop/ https://www.instagram.com/svenavemaria/

Follow our youtube account on: https://www.youtube-nocookie.com/kunstformbmxshop

BMX Instagram Compilation 2016 - Miguel Smajlji

Here's a short Instagram compilation of clips we posted at our instagram account kunstformbmxshop about our bro Miguel Smajlji from the last couple months. We hope you'll like it!

https://www.instagram.com/kunstformbmxshop/ https://www.instagram.com/smilesridesbikes/

Follow our youtube account on: https://www.youtube-nocookie.com/kunstformbmxshop

BMX Instagram Compilation 2016 - Robin Kachfi

Here's a short Instagram compilation of clips we posted at our instagram account kunstformbmxshop about our bro Robin Kachfi from the last couple months. We hope you'll like it!

https://www.instagram.com/kunstformbmxshop/ https://www.instagram.com/robinkachfibmx/

Follow our youtube account on: https://www.youtube-nocookie.com/kunstformbmxshop

Robin Kachfi Best of Instagram 2017 VIDEO

Robin Kachfi edited his instagramclips from the past 8 months to a "Best of" Video , which you should not miss! Enjoy the video! Best regards, your kunstform BMX Shop

Video: Robin Kachfi

Subscribe our youtube channel: https://www.youtube-nocookie.com/kunstformbmxshop

Our team riders produced a lot instagram content in spring. You can check our Instagram team mix spring video now on the kunstform Youtube channel. New instagram team mix video will dropping soon!

Enjoy the videos, your kunstform BMX Shop Team!



Video: Robin Kachfi



Subscribe our youtube channel: https://www.youtube/kunstformbmxshop

Our best of instagram summer team mix video just went online. Watch the best instagram clips of Felix Prangenberg, Felix Donat, Miguel Smajli, Robin Kachfi, Artur Meister and many more.

Enjoy the video, your kunstform BMX Shop Team!



Video: Robin Kachfi



subscribe to our youtube channel: https://www.youtube.com/kunstformbmxshop

Our bros Felix Prangenberg, Miguel Smajli, Robin Kachfi, Artur Meister and Felix Donat checked out the skateplaza during their trip to Riga, Latvia and filmed a quick Instagram Slam for Youtube, which you can check out right here!

Enjoy the video, your kunstform BMX Shop Team!



Video: David Schaller



subscribe to our youtube channel: https://www.youtube.com/kunstformbmxshop

Bro Robin Kachfi put his favorite Instagram Clips to an Edit on his Youtube Channel together, which you can watch right here!

Enjoy the video, your kunstform BMX Shop Team!



Video: Robin Kachfi



subscribe to our youtube channel: https://www.youtube.com/kunstformbmxshop

Our best of instagram summer team mix video just went online. Watch the best instagram clips of Felix Prangenberg, Felix Donat, Miguel Smajli, Robin Kachfi, Artur Meister and many more.

Enjoy the video, your kunstform BMX Shop Team!



Video: Robin Kachfi



subscribe to our youtube channel: https://www.youtube.com/kunstformbmxshop

So, it's still springtime and as every year, it's time for the Instagram Spring 2019 Compilation. Of course, our entire team is shredding and there's lots of bangers in this which are absolutely worth seeing. You can watch the whole video here now.

Enjoy the video, your kunstform BMX Shop Team!

Video: Robin Kachfi

Related links:

• all products of kunstform
• all signature parts of Felix Prangenberg

Solving difficult environmental questions is at the top of the agenda for Donald Trump and Kamala Harris.

Fans of the status quo will be comfortable with the foreign policy stance of the Democratic candidate.

About half of Americans believe the public education system is headed in the wrong direction.

Facebook and Instagram users in Europe will get the option to see less personalized ads if they don't want to pay for an ad-free subscription, social media company Meta said Tuesday, bowing to pressure from Brussels over digital competition concerns.

Former Duke star Kyle Singler's cryptic Instagram post saying he fears for his life has drawn an outpouring of concern and support from former teammates and others.

Global biodiversity loss is intensifying. But it is hard to assess progress towards the Aichi Biodiversity Targets for 2011–20 set by the Convention on Biological Diversity (CBD). Target 5, for instance, aims to halve global deforestation rates by 2020; but reliable indicators for deforestation that can be monitored remotely have not been developed or agreed on. National biodiversity monitoring programmes differ widely, most data sets are inconsistent, and few data are shared openly.

Read more on the topic in the original commentary article.

President Trump has backed away from his efforts to include a citizenship question on the 2020 US census. But immigrants still fear being asked that question. Also, there’s an outbreak of measles in two ultra-Orthodox Jewish communities in New York City. A nurse there is trying to convince those in the community to get vaccinated; former US Defence Secretary Ash Carter offers his views on current tensions with; and a Venezuelan family divided by distance and politics, a daughter laments.

Plus: Holidays at the Newport Mansions, best places to visit in December, and the final Memorial Drive Recreation Sunday of the year.

The post The North End was named a hot spot for ‘authentic’ travel. Do you agree? appeared first on Boston.com.

Over the past 20-plus years, I have met with hundreds of business owners around the country consulting on a variety of topics including tax, business valuation, exit planning, and risk management.

The Brainy Insights estimates that the $5.1 billion drywall repair services market will reach $10.22 billion by 2033. Rapid urbanization and strategic initiatives by the private players in the global market may fuel the growth of the drywall repair services market.

On April 23, the Federal Trade Commission voted 3-2 to issue a new rule prohibiting the use of non-compete agreements for most U.S. workers. It is estimated that approximately 30 million workers are currently bound by such agreements, which prevent them from changing employers in their industry.

Sacramento, CA – Federal agency statistics vastly undercount the number of nonfatal injuries and illnesses in the agricultural industry, according to a new study from the University of California Davis School of Medicine.

Cincinnati – Rates of occupational injury and illness from pesticides are much higher among agricultural workers than workers in other industries, according to NIOSH research.

Washington – NIOSH and SUNY Polytechnic Institute’s nanotechnology school have signed an agreement to work together on nanotechnology research and provide guidance on occupational safety and health.

A plaintiff argued that the terms of an original alarm services agreement were immaterial because it wasn’t suing on the contract, but on tort and implied warranty theories.

Washington — OSHA and the California Division of Occupational Safety and Health have a new agreement that clarifies which agency has enforcement authority in certain situations.

Washington – The Federal Motor Carrier Safety Administration will issue guidance intended to “ease the transition” to full implementation of its rule – set to go into effect Dec. 18 – on electronic logging devices in commercial motor vehicles, the agency announced Nov. 20.

Washington — The Federal Motor Carrier Safety Administration has issued guidance intended to clarify the agricultural commodities exemption and the “personal conveyance” provision in driver hours-of-service regulations, according to separate notices published in the June 7 Federal Register.

Washington — Sens. John Hoeven (R-ND) and Michael Bennet (D-CO) have reintroduced bipartisan legislation that would require the secretary of transportation to create a working group to determine obstacles to safe operation for livestock, insect and agricultural haulers in an effort to reform federal hours-of-service and electronic logging device regulations.

Washington — The Federal Motor Carrier Safety Administration on May 17 submitted for review to the White House Office of Management and Budget an advance notice of proposed rulemaking intended to help the agency assess whether to clarify the definitions of “agricultural commodity” or “livestock” in FMCSA’s hours-of-service regulations for commercial truck drivers.

Washington — The Federal Motor Carrier Safety Administration is seeking input on whether it should clarify or revise the definitions of “agricultural commodity” or “livestock” in its hours-of-service regulations for commercial truck drivers.

Washington — The Federal Motor Carrier Safety Administration is asking for input on an interim final rule that clarifies the definitions of the terms “any agricultural commodity” and “livestock” in the agency’s hours-of-service regulations for commercial truck drivers.

Washington – OSHA and the Healthy Environments and Consumer Safety Branch of the Canadian Department of Health have signed an agreement to collaboratively implement the Globally Harmonized System of Classification and Labeling of Chemicals in their respective jurisdictions.

Washington – OSHA has released new fact sheets for workers in the agriculture and maritime industries.

ADT Inc., No. 1 on the SDM 100 Report, today announced that it entered into a definitive agreement to sell ADT Security Services Canada Inc. to TELUS Corporation for approximately CAD $700 million in cash, subject to certain adjustments.

According to the announcement, Lockly’s network of certified channel partners, along with new channel partners, will now be able to purchase their products from Scansource thus taking advantage of Scansource’s ability to rapidly fulfill orders.

The Monitoring Association signed a multi-year managed services agreement with Mission Critical Partners to accelerate the rollout and development of the Automated Secure Alarm Protocol service, driving the development of ASAP’s next-generation, cloud-based solution.

Washington — Although work-related hearing loss in the agriculture, forestry, fishing and hunting sector is lower overall than most other industries, three specific subsectors “would benefit from continued hearing conservation efforts,” according to researchers from NIOSH.

Washington — OSHA’s Field Operations Manual needs an update so the agency can “better address complaints and referrals,” the Department of Labor Office of Inspector General says.

Prepared Foods explores the growing and dynamic topic of regenerative agriculture in a discussion with Ryan Slabaugh, founder of Think Regeneration.