Sunflowers famously turn their faces to follow the sun as it crosses the sky. But how do sunflowers "see" the sun to follow it? New work from plant biologists at the University of California, Davis, published Oct.

How sunflowers 'see' the sun: Study describes a novel mechanism

In this article, I will delve into whether artificial intelligence (AI), particularly the emergence of tools like generative AI (GenAI), will replace classical software outsourcing as we know it.

AI vs software outsourcing: An opportunity or a threat?

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IBM India aims to make its Kochi software lab an important center in the country to augment the development and delivery of next-generation software portfolio and cloud offerings, according to a ...

IBM India mulls to upgrade Kochi Software Lab

offers a unique ABET-accredited undergraduate program in Computer Engineering. It is currently recruiting full-time faculty members as Laboratory Instructors to start from late Fall-2023 or Spring-2024 semester. AUM is an equal opportunity employer.

Laboratory Instructor, Computer Engineering

Drexel’s College of Computing & Informatics' Master of Science in Software Engineering (MSSE) is designed for students who hold a four-year bachelor's degree or master’s degree from a regionally accredited institution in computer science, software ...

Master's (MS) in Software Engineering

IBM India aims to make its Kochi software lab an important centre in the country to augment development and delivery of next generation software portfolio and cloud offerings, according to a top company official. IBM India aims to make its Kochi software ...

IBM India to upgrade Kochi software lab

Kochi, Oct 14 (IANS) IBM (NYSE: IBM ) India aims to make its Kochi software lab an important centre in the country to augment development and delivery of next generation software portfolio and cloud offerings, according to a top company official.

Started on Sunflower Road in New Jersey, we saw an opportunity to create digital products that help companies transform how they do business. Founded in 2010, we are a fast-growing, award-winning digital product and innovations agency with offices across North America and India. We are capable of embedding Artificial Intelligence into your business with our AI/ML Service and also discover our Data Analytics, RPA and Mobile/Web App Development Services too. We believe in developing the ultimate product to suit your business needs. With over 150+ talented engineers & designers around the world, we help growing start-ups and global brands build innovative, beautiful custom technology solutions. We believe in building products that make a positive impact. Sunflower Lab makes better technology today for an organization's tomorrow.

Sunflower Lab

As per stats, there are approx 1.94 billion active websites which remain growing from 2020 through 21. Hence, if your goal as a startup or an SME, is to shine among this crowd, you need expert technical assistance that fits your budget and meets quality adherence. That means, getting into building your inhouse web development team and hiring freelancers are cut from the list. Outsourcing, being the best option left, you need to be aware of the pros and cons of it and well versed with the market scenario of the same. In this study, we have enlisted the top web development companies which can be an exact fit for a startup. While starting this survey, we chose to work with web development companies in India as they have the largest market share ( in 2018-19). $182 Billion In India, the IT outsourcing market has grown multi-fold in the last two decades with 10000+ companies and will be vast by 2025. Hence, before choosing the top ones from this pool, our first criteria was domain experience. $500 Billion Then comes the kind of expertise they have in different technologies and industries. In technology, we have preferred those companies who are doing good in React js, Blockchain, Flutter, Angular, IoT, AR, Python (for AI & ML), DevOps, Chatbot and other trending ones. In Industry, they should at least have worked for Healthcare, Ecommerce, Banking, and Media. As cost is considered as a primary constraint, we looked into their rates and spoke to their previous clients. Apart from that, for primary shortlisting, we preferred to look in review platforms such as Goodfirms, Clutch, and Glassdoor. Here is the full list of criteria we considered while picking up the right ones. Total Domain Experience (At Least 8 years) Hourly rates ($10-$50) Technology Expertise (As per trend) Client feedback (Over call/email) Team strength (200+) Number of Startup projects (1000+) IT Infrastructure (PM software, licensing, etc) Digital presence & online reputation Work culture (employee feedbacks) Awards & memberships After checking the criteria no 1, 2 & 3 from a data set of 6245 web development companies, we shortlisted 529. Then we filtered them using criteria 5, 6 & 8 and came up with a list of 89 web development companies. With the help of the remaining criteria, we ended up with the following 10 companies with a list of 6 more honorable mentions. Also Read: 20 Top Mobile App Development Companies in 2019-20 | Complete Guide for Startups (The award winning web development company in India) 1)  Belatrix Software : 16+ Years of Experience : $50 - $99/hr Hourly rates : Web development, Software Product development, Quality engineering, Cloud ops , Robotic Process Automation (RPA), Agile coaching , UX + Agile development Area of Expertise is made up of 3 partners that are connected by a very familiar bond: they are father and children. Belatrix Software It has its nearshore software development centers in Mendoza and Buenos Aires in Argentina, Bogotá in Colombia, India and Lima, Peru. It helps customers achieve the full impact of their R&D and product development capabilities by developing innovative high quality software, quality control, testing and mobile solutions that allow customers to generate the best software in their class. : 250 - 999 Team strength : FIS, Disney, Adobe, AOL, BCP Key Clients : Industry Focus https://www.belatrixsf.com/contact-us/ Contact Info: (An Entrusted name as a web development company in India) 2) ValueCoders 14+ Years of Experience: $15-$25/hr Hourly rates: Web & App development, Augmented Reality, Product development, IT strategy and consulting, IoT, ChatBot development Area of Expertise: ValueCoders is the most recognized IT outsourcing agency who is delivering custom software solutions worldwide to unlock innovation & leverage digital transformation. It is one of the most trusted web development company where professionals optimise cost, time and quality. Till now, they have delivered 4200+ projects to 2500+ clients across the globe along with the retention rate of maximum 97%. Their mission is to deliver high-quality software development services with full transparency, integrity and honesty. And, their vision is to become the most recognized and trusted software development company out of India. 500-900 Team strength: Affle, Tekion Cloud, Capgemini, Grundfos, Dubai Police, Selectspecs Key Clients: Industry Focus: https://www.valuecoders.com/contact Contact Info: (One of the most recommended web development companies in India) 3) Sunflower Lab 9+ Years of Experience: $50 - $99/hr Hourly rates: Custom Web Development, App Development, AWS Consulting, Strategic Consulting, eCommerce Development Area of Expertise: They started on Sunflower Road in New Jersey and saw the opportunity to create products that help companies transform their way of doing business. Founded in 2010, they are an award-winning fast-growing digital products and innovation agency with offices in North America and India. Sunflower Lab has more than 60 engineers and technologists worldwide who continue to press to help customers solve their most difficult technological problems on mobile, web and IoT devices. 50 - 249 Team strength: Citra, WorthPoint, Groove Dance Competition, Metro D.C. Government, BarEye Key Clients: Industry Focus: https://www.thesunflowerlab.com/contact-us/ Contact Info: (One Of The Best Web development companies in India) 4) Syberry Corporation 10+ Years of Experience: $25 - $49/hr Hourly rates: : Quality Assurance, Custom Software Development, Mobile App Development, Security and Technology Consulting, Web Software Development, Cloud Applications Development, Software Product Development Area of Expertise Syberry is an app and web development  company based in the United States, based in Austin, TX. Its fundamental values are incomparable quality, effective communication and transparent pricing. Syberry web developers create software products of unparalleled quality to achieve that level of excellence. They concentrated their engineers in centers of excellence, functionally, adding them to our different divisions, from product development to continuous learning and innovations. 250 - 999 Team strength: PayPal, Livestream, Baylor Scott and White Healthcare, THG, Walt Disney Key Clients: Industry Focus: https://www.syberry.com/contact-us Contact Info: (Result- driven app and web development company in India) 5) Brights 9+ Years of Experience: $25 - $49/hr Hourly rates: Web development, UI/UX design, QA & Testing, AR & ML, DevOps, Internet of Things Area of Expertise: For the last 8 years, we have implemented more than 350 projects and went far enough to get space in the list of best web development companies. This experience provides us with a strong base for the deeper understanding of processes at all project development stages, from use cases and wireframes to comprehensive testing. Thereby, we are able to launch complete and stable products of any complexity on the market regardless of their purpose. They help companies at any stage of the product software development cycle: from R&D and building MVP from scratch, to scaling, UX analyze and improvement. Working as a product teams allows us to deliver success products and rich client business goals. 50 - 249 Team strength: Kinder, Lactalis Group, Danone, MasterCard, Samsung, AXE, Skoda, Suzuki, Renault, Kimberly-Clark, Dr. Theiss, OLX, Philip Morris, Intel, Microsoft, Coca-Cola, Pepsi, McDonald's, Metro, Key Clients: Industry Focus: https://brights.io/contacts Contact Info: (One of the best among the list of top web development companies) 6) Zco Corporation 25+ Years of Experience: $25 - $49/hr Hourly rates: Hybrid App Development, Enterprise Software Solutions, Augmented Reality Area of Expertise: Zco Corporation has distinguished as one of the best app and web development companies in the United States.They provide a full range of mobile app development solutions for their clients, including custom mobile apps, games, enterprise software, 3D animation, and augmented and virtual reality applications. From startups to enterprise organizations, Zco offers top-notch software solutions that meet the needs of their clients. 250 - 999 Team strength: Verizon, Liberty Mutual, BBC America, Microsoft, John Hancock, Motorola, Samsung, Flint Group, NHPR, COOLMAX. Utz, Skanska Key Clients: Industry Focus: https://www.zco.com/contact/ Contact Info: (An Esteemed web development company in India) 7) Galaxy Weblinks 22+ Years of Experience: $25 - $49/hr Hourly rates: Digital Marketing, Mobile App Development, Website Development, UI/UX, Cloud Services, Custom Software Development Area of Expertise: Galaxy Weblinks is a global technology development and services company that specializes in web and mobile development. Our first and most important job: to help our clients understand the totality of the technology landscape and conceive, design, implement, and support solutions that fit their needs – and budgets. As a global enterprise with offices across in the U.S., Australia, and India, Galaxy has the expertise, development bench, and digital marketing services to scale to meet virtually any business requirement. 50 - 249 Team strength: Sony, Staples, Columbia university, Tivo, CMM school, WSJ Key Clients: Industry Focus: https://www.galaxyweblinks.com/contactus/ Contact Info: (Provides best mobile and web development solutions for both entrepreneurs and startups) 8) Web Peppers 8+ Years of Experience: $25 - $49/hr Hourly rates: E-commerce Development, Web Development, Support and Maintenance, E-commerce Development, Artificial Intelligence, IoT Development Area of Expertise: Web Peppers is a global outsourcing and web development company  providing unrivaled technical experience in web application building solutions and IoT solutions. They provide service to various businesses and enterprises of all sizes at affordable prices. Their clients range from startups to large brand companies. Web Peppers provides full services, all around PHP, Drupal, .Net, C#, Wordpress, Python, NodeJS, React JS, Symfony. They offer the perfect combination of benefits profits and advantages for customers. 10 - 49 Team strength: Startups and Enterprises Key Clients: Industry Focus: https://web-peppers.com/contact-us/ Contact Info: (A mobile and web app development company based in India) 9) Yarddiant 9+ Years of Experience: < $25/hr Hourly rates: eCommerce Development, Web design & Web Development, Event Website Development, Plugin Development, Digital Marketing, WooCommerce Integration Area of Expertise: Yarddiant is one of the best Web design & Web Development Company in India which serves all web development services. The company acts as a digital connection for customers and agencies. Yarddiant mainly focuses on eCommerce website development and WordPress development. The company is dealing with major CMS like Magento, Shopify, Prestashop, and Wordpress. Currently, the WordPress developers under Yarddiant delivered a lot of online shops in WordPress integrated with woocommerce plugin. Yarddiant also manages the requirements of plugin development and theme customization. 10 - 49 Team strength: Champions, Amazing Arabella, Blog Kidzz, Scribhun, Tovino Thomas, Buff-ting, IPWC Scrubs, Edakkal Village Key Clients: Industry Focus: https://www.yarddiant.com/contact/ Contact Info: (A one of the leading web development companies in India) 10) Xtreem Solution 12+ Years of Experience: < $25/hr Hourly rates: Cross Platform App Development, Mobile App Development , Opensource & e-commerce Development, On Demand Technologies, Web Development Area of Expertise: Xtreem Solution builds Web & Mobile solutions that are in harmony with industry requirements and budget. Applying the know-how of advanced technologies, we work to augment the growth of startups, small businesses, and enterprises. Our team keeps pace with the latest technology trends like Artificial Intelligence, IoT, Big Data, AR and VR. 50 - 249 Team strength: Funrumble, Gig Qwik, Triptunity.com, Stockbagdepot.com, dailyview.com Key Clients: Industry Focus: Contact Info: https://xtreemsolution.com/contact-us.html Apart from these 10 web development companies, IntellectSoft, SoftwareMill, ClickIT Smart Technologies, ELEKS, Code Inspiration, and Symphony Solutions are the companies worth mentioning. Choosing one of the above-listed web development companies can be your best future business partner!! Technology has advanced a lot these days and there are more significant reasons to outsource web development services to reputed web development companies. To win the race in the present time, every business whether it is small or large needs to leverage new technologies. So these were the top web development companies best suited for startups & SMEs of today’s business world. I can assure that each of these web companies has helped accelerate the growth of startups & small businesses using modern software technologies- perhaps one among these would help your business next!

Startup Centric Top Web Development Companies in India (A Survey)

Hello, today I'd like to explain briefly how we use artificial intelligence to count sunflower seeds in a photo taken with a mobile device. Agenda: 1. Business needs 2. Data preparation 3. Model structure 4. Used libs and tools 5. Results 6. Error analysis 7. Fails/Hypotheses 8. Conclusion 9. References 1. Business needs Fortunately for me, I am working at . Where I am developing Computer Vision (CV) and other models to solve business problems and challenges. One of them is to count seeds on sunflower. Kernel Kernel – the world’s leading and the largest in Ukraine producer and exporter of sunflower oil, and major supplier of agricultural products from the Black Sea region to world markets. Kernel exports its products into more than 80 countries of the world. It is a common task for agronomist to count seeds on sunflower and corn, as these calculations will be used to predict "biologycal harvest". Separately, agronomists calculate weight of 1000 kernels, which will further be used to estimate the overall yield per area of field. Moreover, yield prediction is the primary function of agro analytics. The faster and more precise they make a forecast, the more money the company will earn. These inspections should be carried out for every filed. And this is how it works now: 1. Agronomists go to the field 2. Take about 10 sunflowers from different parts of the field 3. Split every sunflower into 4 quarters 4. Count the seeds and multiply them by 4 to find the total number of seeds on every sunflower 5. Take random 1000 seeds and weight them 5. We get the density of plants on the field per hectare from other inspections (or use planned density), btw we also will use AI to solve this task, and this could be topic for next post 6. And calculate (density per ha * avg seed quantity on sunflower * weight of 1000) / 1000 = yield weight per ha Here is an example of a common sunflower photo White (unformed) and black (formed) seeds can be seen, however only black seeds will be used to produce sunflower oil. One disadvantage of this calculation is that agronomists must count black, formed seeds on sunflower, which is very inaccurate and inconvenient. Furthermore, each agronomist may count a different number of seeds on the same sunflower because some seeds may be unformed (white, non-pollinated by bees) and it is difficult to determine which kernel is formed and which is not. 2. Data preparation To solve any Machine Learning problem, we need to get data and train the model. And for every specific task you cant find any free available labeled dataset. In our case, the dataset should contain hundreds of sunflower photos with label for every seed related to right class (black or white, for easy understanding), so we gathered our own dataset. Our agronomists have made about 1000 photos of different sunflower hybrids from different regions of Ukraine. And subsequently, another team labeled photos in free tool for data labeling. There should be for each image, as well as , and CVAT bounding_box (purple box) black seeds (green points in the picture below) white seeds (red points in the example below). Following this, we can check distribution of kernels in sunflowers looks normal with mean value - 1271. And correlation between number of black and white seeds. Weak dependence exists, but it can not be used further. 3. Model structure For business needs, all calculations should be done on a mobile device. That's why I used with encoder pretrained on What does this all means? U-net [1] mobilenet_v2 [2] imagenet . is Neural Net structure where NN takes an input image and returns a segmentation map (in our case heatmap), with downsampling and upsampling data. Our heatmap represents probability that pixel is related to some kernel. U-net Where up/down sampling blocks used weights from mobilenet_v2 Imagenet is a dataset with millions of images and tens thousands of classes. Frankly speaking, for this task I trained 2 NN and 1 algorithm. The first NN cut the sunflower from the image, like this: The second NN build 2 heatmaps, one per class (black and white). For training, input for this net is cropped image (from previous NN), and target is heatmap with builded gaussians on labeled points. For black kernels it looks like this: According to this heatmap, the lighter the pixel, the more model is sure that pixel is related to kernel. And the last algorithm (Laplacian of Gaussian approach) searches for centers of probability blobs (groups of bright pixels that are adjacent to each other), and on next image I used green points as the blob center above the cropped image. With white kernels prediction looks like this: 4. Used libs and tools For training, I used Python libs such as: and for training models - for image augmentation - to use pretrained models - to work with blobs on heatmap - to tune hyperparams for blob detection - to track training experiments PyTorch PyTorch Lightning albumentations segmentation_models_pytorch scikit_image hyperopt wandb 5. Results How do we validate the whole solution? To calculate mean absolute percentage error (MAPE) I made prediction for every image and compared the number of found seeds by model and number of seeds found by assessors. As a result, we got normal distribution with mean 0, which is extremely good. Blue bars - are for black kernels and MAPE is 3.6%, Orange bars - are for white kernels and MAPE is 8.8%. 6. Error analysis The biggest errors will have unusual sunflowers, that have with abnormally large number of kernels, or too many grey kernels, or with rounded edges, as it can be seen in the example below: Here, the model found 16% more than the assessor, and as we can see, the majority of extra seeds are on the edge of the sunflower. Or biggest error -257% for white seeds in this case: The total number of white seeds is 14, and the model found 50. As a  percentage, it is a really big number, but in absolute terms, it is not critical. 7. Fails/Hypotheses Once, I have found mathematically explained seeds positions in sunflowers and some other plants with fractal structure. Positions could be explained by which has an equation in polar coordinates Fermat's spiral where is index number of kernel and - constant, I guess for every sunflower it is different. As result, we should get the following positions n c But in practice it is doesn't work. I have modified that equations and added new constants a, b and the best result that I got was this: where blue - dot is point. So it is close in some way but not applicable for to real case. (0, 0) 8. Conclusion Currently, this task has been speeded up and standardized in our company in order to exclude human factor from counting. The MAPE is acceptable for business needs and this solution is working in mobile application now. For me, it is still unbelievable that we can count more than 1000 kernels, separate points into 2 different classes and all of this can be done via mobile device. Many thanks to for mentor ship in learning and support. Markiyan Kostiv 9. Referances 1. (2015) 2. (2019) U-Net: Convolutional Networks for BiomedicalImage Segmentation MobileNetV2: Inverted Residuals and Linear Bottlenecks

Sunflower Lab

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51-200 employees

Since 2010

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SUNFLOWER LAB

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Sunflower Lab

thesunflowerlab.com

51-200 employees

Since 2010

COMPANY RANKING

SUNFLOWER LAB

EVERGREEN INDEX #10645

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