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This means that there is more than one generation of baby boomers during this period of time. In fact, more and more people are now filing complaints about age discrimination in the workplace. The total complaints from to have jumped up to 41 percent and are continually increasing. This is because many employers or companies today are hiring people by not only basing on qualification but also basing on age. One of the many ways that you can go about becoming a greater office manager is by staying well aware of your time.

Time management is a key component of office operations. Making your own homemade roof mount for your telescope can also be a very rewarding experience in addition. You could find many different building plans for your homemade telescope roof bracket. Making your own handmade roof mount for your telescope can even be a very rewarding experience at the same time.

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Each has high-grade Swiss ETA automatic mechanical movements, while the dials represent highly refined instrumental design. Was Katie like that? She her-self did not think so -- but that was before she had met, and tried to defy, the arrogant overlord of the island, Simon Forbes..

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It ensures employees are up-to date, have the technical skills to perform their job adequately and it acts as a retention programme enabling companies to reap benefits by ensuring the investment spent on training candidates pays off. Also an organisation appears more credible when it has more certified staff. Spurrier replied, "I hope not. Kiboneka says a lot of research medical, demographic studies and public health is carried out at the unit.

Classes are held 6 to 7 p. Remaining classes this year are Oct. Call to register. Sometimes it seems hard to do, and lots of people do a lot of talking. In this administration, we prefer to do, and so we ll continue to break ground in places like this all over New Jersey to expand opportunities for the students we see here, Christie said. Then we opened up the exterior wall that adjoins the kitchen and the sunroom by adding an arch for better heat circulation and to let more light in.

They also insulated the room and raised the floor to run heating under it. But since helping launch in March with an ever-expanding number of committed partners Gov. The children will press the grapes they picked last week with a grape press. This juice will be used for Communion on Sept. From to p. Please read our. That would temporarily deprive pay to thousands of soldiers. That would be 12 days after a power failure caused a major mess on the well-traveled commuter line.

Capitol shootingUpdated: Friday, October 4 PM EDT GMTThe Connecticut woman who was shot and killed in a hail of police gunfire after she slammed her vehicle into a barricade and a Secret Service officer near the White House suffered from post-partum depression, according to her mother. The Connecticut woman who was shot and killed in a hail of police gunfire after she slammed her vehicle into a barricade and a Secret Service officer near the White House suffered from post-partum depression, according to her mother.

Kennedy has died in Connecticut. Bill Eppridge was A photojournalist whose career included capturing images of a mortally wounded Robert F. Connecticut NewsA Connecticut man has been charged with animal cruelty after police found a goat and some chickens in the trunk of his car. A Connecticut man has been charged with animal cruelty after police found a goat and some chickens in the trunk of his car.

The American Civil Liberties Union of Connecticut is calling on state education officials to notify all schools that creating single-sex classrooms would be illegal. Hillary Rodham Clinton is scheduled to give a talk at a Yale Law School ceremony when she receives an award from the school from which she graduated in The Metropolitan Transportation Authority has approved a credit for Metro-North New Haven Line customers holding monthly or weekly tickets during the power outage that has disrupted rail service.

Superstorm SandyThe Federal Emergency Management Agency is giving victims of Superstorm Sandy more time to file critical paperwork for insurance payments. The Federal Emergency Management Agency is giving victims of Superstorm Sandy a six-month extension to file critical paperwork for insurance payments.

Liu made the remarks during an inspection tour to the construction site of a Chinese-developed high-temperature gas-cooled reactor at Shidao Bay, the first of its kind in the country. She called for better coordination among related government departments, enterprises, and research institutes to achieve more technological breakthroughs in the project.

Engineering, industrialization and internationalization levels of the project should be boosted in order to achieve technological progresses and support the nuclear power industry development as well, according to the official. She said the project should be carried out in an active and steady manner to provide technological backup for promoting the development of clean energy in China.

Republicans controlled all of state government last year, and they drew a set of maps tremendously beneficial to them. The president is perfectly willing to let the government shut down on Oct. What he cannot do is let the government default because, as then-Treasury Secretary Tim Geithner told Obama in , the consequences of default Republicans have no leverage in a government shutdown standoff, but in a debt-limit standoff they do.

That is where they should take their stand. Teams taking part in the competition were housed in the municipal parking lot next to Grant Avenue. Die meisten Leute schreiben und lesen ohne den Hintergrund der Formulierungen zu kennen. They gave us a lot of support, Varga said. We are changing the paradigm of how we fund these kinds of games. We turned it into a major sponsorship opportunity, providing equity by weaving those sponsors throughout the week of events.

They finished with points to deny Milton a third straight title. Campaign literature of U. Bob La Follette of Wisconsin circa One of the arguments used against recall elections is that there already is a mechanism in place to remove elected officials who have gone off the rails: the ballot box. But should the people of Wyoming or of one of its political subdivisions have to suffer through several years of political misbehavior before getting rid of an obviously inadequate official?

We think not. That is why we believe lawmakers should launch an effort to add recall provisions to the Wyoming Constitution. No doubt, legislators will be hesitant: It could be one of them who might face the wrath of angry constituents. All they have to do is look toward Colorado to see what happens when officials fail to follow the will of their voters.

Two state lawmakers there recently were voted out because they supported gun control measures. But this is one time when Wyoming legislators need to look past themselves and their political chums in lower office and toward the needs of their constituents. The residents of this state should not have to endure politicians who ignore their will or who commit malfeasance. Consider, for example, the recent deeds of two state superintendents of public instruction. Trent Blankenship became ensnared in a number of matters that could have invited federal investigation.

He avoided years of turmoil by resigning, but he deserved to be recalled. And the brouhaha over current state superintendent Cindy Hill might have been avoided had those who believed she was not performing in the state s best interests including this newspaper had access to recall. Similarly, those who opposed Senate File , which stripped Ms. Hill of her duties, should have the chance to take to task those whom they feel are responsible.

This is not to say that every time someone is unhappy with an elected official s action a recall should be launched. But it is possible to craft a law that puts more power into the hands of the people something lawmakers preach all the time without letting them wield it irresponsibly. The best way to do that is to set the threshold for launching a recall relatively high. Fellow Western states set their requirements for recall signatures for statewide officials from a low of 10 percent of votes cast in the previous election in Montana to a high of 25 percent in Nevada, North Dakota and Colorado.

We favor the higher number as well as a short time to gather the names as a way to discourage frivolous recalls. Some states also try to detail what actions are covered by recalls and what are not. Georgia for example, excludes discretionary performance of a lawful act, which would include taking an unpopular stand on an issue. But it makes sense to us that politicians votes should get recall scrutiny since they may offend their voters.

We urge the Legislature for the good of its constituents to put recall on the table. True, it has potential problems. But it also empowers voters, and that makes it more than worthy of debate. At that point, Cleo and I were proud of each other, especially since it was going to be a female winning this time. It didn t matter who. I got prouder of myself when I nailed it, especially since I was the very first for my country. Sconto prezzo !

I d met some of the smart, highly credentialed teams Ballarin put together in previous years, people drawn to her charm and her missionary quest to pacify a country torn apart by decades of civil war. And I d learned how frustrated some became by a lack of progress and how they d ultimately come to feel disillusioned with Ballarin.

And in fact there have been rumors floating around Washington to that effect. We shall see The first-in-class patented technology, produced under good manufacturing practices, provides the same data as the U.

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Billings Farm and Museum in this picturesque village gives visitors an inside view of the revolutionary concepts of sustainable land use and forest conservation that first found root in the region. Ramirez would come to the plate twice more, in the 10th and the 12th. The Cardinals intentionally walked him both times.

In the 10th, Young hit a shallow fly to right that led to Carlos Beltran throwing out Mark Ellis at the plate. In the 12th, Young hit into a more conventional, double play. Young grounded into 21 double plays in plate appearances this season; Gonzalez grounded into 12 in Passionate views, pointed criticism and critical thinking are welcome.

Comments can only be submitted by registered users. Program a destination into the integrated nav system and it signals a driver to conjure up more butterflies if the battery range is on the tight side. And each smart key keeps track of the driving style of the holder, making those calculations more accurate.

He got behind the defense and picked up a crossing pass from Alejandro Bedoya, knocking the shot from about 12 yards past goalkeeper DuWayne Kerr and generating a roar from the crowd of 18, The duck hunting season resumes Saturday in the Mississippi River and south zones.

Central time. The company warns it has very high contact volumes. Happy reading. Nobody in America is winning their Emmy office pool. Surprises galore, said host Neil Patrick Harris. I happened to look into few of the books published by Orient Longman. They are in pathetic English. But icing on the cake is Hindi book. In this book all the numbers, page numbers and dates are written in English!

Most if not all Indian schools are mediocre or substandard. The students they churn out are not creative or competitive. In trying to be different from others, they use substandard course material. Worse is yet to come. One such ignoble act is conducting drill examination with same set of questions that will appear in the final exam!

Thus weeks before final term, students attempt those few questions umpteen times which will appear in the final term itself. My oldest son has already got friends from his new school, neighbourhood and at the soccer academy. And for the two little ones it has not been any problem as they have already been in day-care. Free Shipping ! Their campaign material shows them standing in front of the Stangl property, which includes the Blue Fish Grill restaurant, the Somi Art Gallery and the Farmers Market.

The banks are foreclosing on homes and businesses. The whole thing is pocked with wormholes. This is why, when I find a good, long-form story on the Web, I will often print it out and go down to McPherson Square to read it on a bench gosh I hate to give away these proprietary lifestyle tips. What will the team budget be for next season?

On each occasion, Jason Krejza was the suffering bowler. It was a tough initiation and at times he looked out of his depth, but he could have taken a swag of wickets. That area was evacuated after the threat of U. Mom s lessons about dad s positive traits--such as forthrightness and toughness--have inspired me to emulate the good. In the long run, I ve found it a positive, also, to hear about some of dad s negative characteristics. It completed the picture even though it was now a shattered portrait.

At first, I admit, the negatives made me uncomfortable. To talk about faults felt rude and inappropriate. Irreverent, in fact. Even dangerous. But as I became used to the idea of imperfections, they made my what if relationship with my father feel more realistic and genuine. Compelled to face his flaws, I could no longer glorify everything about him, but ultimately, learning about my father s shortcomings made him seem more human and closer to me.

It will hit Odisha the most and then hit the three districts of Srikakulam, Vizianagaram and Visakhapatnam in Andhra Pradesh. It will hit eight districts in Odisha," Shinde told media here. The decision removes the biggest obstacle to a career revival for the year-old, although he remains embroiled in a string of separate scandals that could yet prevent his return to the fray.

The right-winger had been facing a lengthy trial process, a potential three-year prison term and a ban from public office after being formally charged in March as part of a probe into the financing of his successful election campaign. But after six months of deliberations, the two judges in charge of the case have decided to send only 10 of the 12 accused in the case for trial and to drop proceedings against Sarkozy and one other suspect, tax lawyer Fabrice Goguel, judicial sources told AFP.

Nichols, called a bit of a ringer by trapeze artist Eric Michaels because she admitted to taking lessons at the Philadelphia School of Circus Arts not flying trapeze, though said she wasn t really nervous at all. Steve and I were second out.

The more than 60 seconds of freefall from this height is difficult to explain. You don t feel like you re falling exactly at least I didn t. But flying isn t quite right either. The neighborhood seems to favor funky, locally owned retailers like Le Boutique So Chic and Caf Centraal over national chains and big box stores. An influx of environmentally conscious and somethings also has created a niche for eco-friendly Milwaukee businesses like Outpost Natural Foods and Future Green.

And with its unique mix of established neighborhood bars and contemporary lounges, there s no shortage of nightlife in Bay View. Although court clarified that letters of administration were issued to Mbirontono after she swore an affidavit and not to Nanteza, Kulata declined to clear Ssemakula saying her office was still investigating the matter.

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Кинофильм о русском лётчике-истребителе, Мише Девятаеве, совершившем побег из концлагеря на трофейном самолете-бомбардировщике и захватившем чертежи ракеты ФАУ Позднее, когда мы все спустились обратно в конференц зал, разразилась дискуссия. Для меня, который уже лицезрел и принял это техническое волшебство как добро, а не зло, выбор был очевиден. Другие люди были восхищены, но по-прежнему сомневались.

И равномерно их доводы были растоплены. 1-ый якорь: дорого…. Не секрет: лучше один раз узреть, чем 100 раз услышать. А поглядеть что было. Потому оборудование, мониторы HDR, панель, компьютерная оснастка — все это подобрано кропотливо и привезено в штучном экземпляре. Сейчас незначительно о встрече: приглашённые нами гости — операторы со своим уже богатым опытом в киномире довольно холодно восприняли технический язык стандартов Rec, PQ и HDR, обычно отринув их как рекламную чепуху, которую нереально воплотить на данном шаге развития российского кино….

Совершенно не так давно, в 10-х числах марта вместе с компанией Andy Fiord Lab и ее обладателем Андреем Зуевым мы провели микро конференцию, а лучше огласить дружескую встречу с несколькими юными операторами-постановщиками Петербурга. Выбор типа собрания был заблаговременно оговорён: человек. Большего не.. Все сели на карантин. Для тех, кто сейчас не слышал Президента всея Руси, сейчас до го.

Съёмки закончились вполне у всех, даже у Тимура Бекмамбетова. Будем воспользоваться архивами, так как много что есть нерассказанного. Киношники не работают, все посиживают на карантине, но анонсы не ожидают, анонсы нужно освящать. Телеканал Санкт-Петербург сделал новейшую студию в Невской ратуше для вещания в эфир инфы от правительства городка, ответственных чиновников и профессионалов. Передача выходит около На площадке использую.. Слава Богу, наступает весна.

Скоро проснётся земля, начнут оживать почки деревьев. Невзирая на карантин и остановку всех съёмок, прямо охото улыбнуться и поверить в наилучшее. Бенефис Юрия.. А тем часом издалека, Глухо, как из-под земли, Ровненький, дружный, тяжкий рокот Надвигался, рос. С востока Танки шли. Низкогрудый, плоскодонный, Отягченный сам собой, С пушкой, в душу наведенной, Страшен танк, идущий в бой.

А за грохотом и громом, За броней металлической посиживают, По местам посиживают, к.. Не знаю, что ощутили остальные, но рёв мотора, известный лязг гусениц, знакомые по военным фильмам обводы ко. Сейчас наша студия имеет сертификаты и самое основное, несколько эталонных мониторов для грейдинга и цветокоррекции. Москва, Питер, повсюду устанавливается карантинная зона. Позавчера Государь Беглов, поглядывая на собственного Столичного коллегу, ограничил размеры обществ людей, объединённых общими целями..

Жёлтый, естественно, завораживает. Незапятнанный, солнечный цвет с витамином D, но благородство жёлтому придают различные примеси. Понятно, что Роджер Дикинс любит желтоватый цвет. Трендом этого месяца являются зимние съёмки. Март становится самым прохладным месяцем зимы. Также становится популярным фотографироваться с applebox ами, подписанными LKS.

Съёмки документального кинофильма, оператор — Иван Шилов. Широка и необъятна наша страна. И не страшны ей никакие медведи на Уолл-стрит, нефтяные кризисы саудитов. Молвят, что западнее Териберки уже невозможн.. 2-ой год попорядку наши партнеры видео продакшн полного цикла 29productioncom работают на фестивале скорости «Байкальская миля» на льду знаменитого озера Байкал. Сейчас ветреная погода на Ладоге.

Неплохой весенний день, он сдувает пыль, нехорошее настроение, все тягостное. Не знаю, какие настроения испытывает Гоша Куценко, сидя на камне, продуваемый всеми ветрами Ладоги, но мне кажется, это новейшие, приподнятые настроения. Два суровых отличия: 1. Сейчас жилет умеет.. Съёмки проходят на танковом полигоне. Спасибо yogayo83 за достойные внимания фото. Оператор проекта Дмитрий Павлов dimapavlowe.

Тимур Бекмамбетов продюсирует кино — военную драму про судьбу военного летчика Миши Девятаева. История эта — биография Героя Русского Союза, совершившего неосуществимый побег из фашистского плена на трофейном самолете и выкравшего скрытые разработки ФАУ Это неописуемый по силе духа подвиг сов..

Сейчас нашу умеренную студию посетили два стедикамщика. Хорошего утра, коллеги и друзья. На выходных мы устраивали презентацию новейшего оборудования. Сама мысль мероприятия родилась спонтанно, но к процессу подошли творчески, объемно.

Популярная неувязка — съёмки снутри передвигающегося объекта. Фактически все операторы сталкивались с решением данной нам задачи: как это неловко, дорогостояще и как не много времени даётся на подготовку. И временное окно движения недостающее, и фоны нередко находятся за сотки км, и воплотить в re.. Каждый день приносит новейшие познания. Сейчас у нас в доступе новенькая DMX консоль. Скоро у нас будут новейшие LED приборы. В данной нам сцене разыгрывается эпизод, где собрание ученых Российского географического общества знакомится с указом правителя о начале полномасштабной российской экспедиции на полуостров Шпицберген.

С этого начинается.. Нынешний и вчерашний день были насыщенными на действия. Допустим, сейчас снимается презент. Ролик Little Big для Евровидения. Это увлекательная и престижная работа, но о этом позднее. В кадре актрисы: Мария Мельникова и Дарья Ленда. Пробегая мимо, поражённый лучами солнца от четвёрок, фото сделал chubazavrik Евгений Пислегин. Этому много чего же препятствовало, но чрезвычайно круто, что съёмки прошли так, как задумали постановщики проекта.

Техно сторону исполнил Вячеслав Могильдя на собственной вертикальной канатной дороге. Техно сложность состояла в том, ч.. В полку нашем снова прибыло. Новобранцы сходу готовы идти в бой. Это не какие-нибудь велиты, это суровые, проверенные войны, способные покорить свет при любом освещении и обеспечить малый шум в изображении.

Новобранцы с честью вступают в строй и занимают достойные места в легионе. Для тех, к.. Доброе утро. Сейчас солнечная погода, хорошее настроение, и мы снова готовы повеселить всех новостями. Наша компания решила взять курс на Full-Frame , потому в Питере сейчас доступна новенькая оптика Zeiss Supreme. Это очень доступное на данный момент количество объективов — 10 in set, начиная от 21 и за..

В компьютерном программировании, программный интерфейс приложения API это набор функций, протоколов и инструментов для разработки программного обеспечения и приложений. API обрисовывает части программы с точки зрения её операций, входящих и исходящих данных и соответственных типов, определяющих многофункциональные способности, которые являются независящими от соответственных им реализаций, что дозволяет употреблять разные определения и реализации, не ставя под опасность интерфейс.

Неплохой API упрощает разработку программы, предоставляя готовые блоки, которые программер потом собирает в готовое решение. Электронный кошелёк во многом похож на физический кошелёк за исключением того, что он употребляется для хранения цифровой валюты. В кошельке Dash хранятся ваши приватные ключи, с помощью которых вы сможете растрачивать ваши Dash.

Вы также сможете сделать резервное копирование вашего кошелька, чтоб убедиться, что вы никогда не потеряете доступ к вашим Dash. Существует множество версий электронных кошельков для разных устройств:. И торговец, и клиент выбирают доверенное третье лицо, потом торговец отправляет продукт либо валюту эскроу-агенту, а клиент отправляет эскроу-агенту оплату за заказ. Когда эскроу-агент убеждается, что обе стороны удовлетворены критериями сделки, он либо она вышлет средства и заказанный продукт либо валюту подходящим сторонам.

Когда блокчейн отклоняется либо раскалывается на две версии, некие клиенты признают одну версию блокчейна как валидный, а некие верят, что валидна иная версия. Большая часть форков разрешаются сами собой, не создавая никаких заморочек, поэтому что валидной версией в итоге признаётся самая длинноватая цепочка блоков.

Со временем, какая-то из версий блокчейна традиционно «выигрывает» и признаётся всеми валидной. Но форки могут быть чрезвычайно небезопасны, и по способности их следует избегать. В большинстве случаев форк возникает в итоге обновления программного обеспечения сети. Dash употребляет Мультифазовую Форковую систему «Спорк» , для большей гибкости и надёжности.

Мастернода — это особенный вид полной ноды, которая выполняет сервисы для сети и получает оплату в виде части от вознаграждения за блок. Для пуска мастерноды нужно доказательство владения Dash. Мастерноды являются вторым уровнем сети Dash, и благодаря им работает InstantSend, PrivateSend, а также Экономная система.

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Mark 6 апреля необходимы средства. ZET 10 апреля Не знаю что сдесь делаю много вопросцев. Александр 10 апреля Нужен заработок y. Верхнюю из плотных пакетов. Связала из плотных пакетов на 20 воздушными петлями вид подошвы. Связала из плотных пакетов на To accurately detect leaf-rollers during implementation of the model, the background was assumed to be the background while carrying out actual inference of the model. For this purpose, the images were taken as representation of actual on-sight leaf-rollers.

The above image is categorised under the class «flowering» which detects the Apple Flowers. This category is used for sending alerts mentioning that since flowers are observed on the plant, It is required to take more care of the plant. In this category, the main factor of differentiation of the object from other categories is the shape as well as the colour of the flower.

The colour of the flower stands to be the major factor of classification in this category. In this category, two types of flowers are taken into consideration which are White flowers buds of the plants , and the Purple flowers Fully grown flowers of the plant. Considering the above parameters, and classes and the basis of differentiation of these classes, I decided to go with YOLOv3 framework for object detection.

These parameters mentioned above make YOLOv3 an accurate framework in comparison with RetinaNet — 50 and RetinaNet — and make it significantly faster than these Frameworks. Even after these parameters, which make YOLOv3 easier to deploy on the edge, it is still far heavy to be deployed on Microcontrollers like Raspberry PI. For this purpose, OpenVino is used which quantizes the model further. Note: Syntaxes may be different as compared to terminal because this is in a Jupyter Notebook format.

Darknet is a convolutional neural network that acts as a backbone for the YOLOv3 object detection approach. The improvements upon its predecessor Darknet include the use of residual connections, as well as more layers. The below code defines all the helper functions which are required throughout the training process:. Besides this, an input file function and file path function has been defined to take file inputs and allow downloading the file path.

Before going ahead with the next steps; the requirements for YOLOv3 need to be downloaded. After having these files downloaded, we can go ahead and follow the next steps:. After the environment and variables are set up, I compressed the trained YOLOv3 dataset with images and labels and uploaded it to my drive.

The zip folder with Training and Testing dataset is now uploaded to github. The cfg file is the most important while training the hydra model. These variables vary according to the number of classes in the model. Finally after changing these variables, I uploaded the cfg file to the Colab Notebook to go ahead and train the model:.

The obj. Out of these 9 classes, 4 are states of the plant and the rest 5 are diseases of plants. After configuring these files, I copied both the files to the Colab Notebook:. The next step is to upload image paths to a. By using these weights it helps my object detector to be way more accurate and not have to train as long. Its not necessary to use these weights but it speeds up the process and makes the model accurate. After setting up these requirements, I went ahead to train my model using the following command:.

This process took around 6 to 7 hours to complete and completely train the model until the model could be used. After training the model to iterations and reaching a loss of 2. The mAP of the model was Classes like flowering and Fungal did not perform extremely well in the mAP but during generating the output process, they could predict the classes with a minimum threshold of 0.

This completes the model training process and to check the model results, I took various images of Apple Plants and some images with diseases to perform inference using the command:. After using this command, I generated output for 6 images which are displayed here:. In this image nearly 13 ripe apples have been detected and a fresh plant in the background is detected which shows a newly growing plant which does not bear fruits or flowers.

This image displays the plant from a close-up but if the leaf-rollers are located at a distant location, the model detects the leaf-roller with a confidence score of 0. The drop in the confidence score is because of the black background which was not trained in the model. The cedar rust was trained with green natural background and hence on taking an image with a black background, the confidence rating has dropped. On performing the detection with a green background, the confidence increases to 0.

Thus, this model performs really well in real life environment than demo images. All the leaves diagnosed with fire-blight in the image are detected by the Model. Towards the left, the leaf in the pre-stage of fire-blight is detected as well which serves as a warning to the forthcoming diseases. In a few cases, the model classified ripe apples to be raw, but in most of the cases, Apples were detected accurately.

The confidence rating of the instances started from 0. Using these 9 classes of model training, all the conditions of the Apple Plant can be detected from performing Extremely well to performing Critically Bad. It is a toolkit provided by Intel to facilitate faster inference of deep learning models. It helps developers to create cost-effective and robust computer vision applications. It supports a large number of deep learning models out of the box.

Model optimizer is a cross-platform command line tool that facilitates the transition between the training and deployment environment. It adjusts the deep learning models for optimal execution on end-point target devices. Model Optimizer loads a model into memory, reads it, builds the internal representation of the model, optimizes it, and produces the Intermediate Representation. Intermediate Representation is the only format that the Inference Engine accepts and understands.

The Model Optimizer does not infer models. It is an offline tool that runs before the inference takes place. It is an important step in the optimization process. Most deep learning models generally use the FP32 format for their input data. The FP32 format consumes a lot of memory and hence increases the inference time. So, intuitively we may think, that we can reduce our inference time by changing the format of our input data.

There are various other formats like FP16 and INT8 which we can use, but we need to be careful while performing quantization as it can also result in loss of accuracy. So, we essentially perform hybrid execution where some layers use FP32 format whereas some layers use INT8 format.

There is a separate layer which handles theses conversions. Calibrate laye r handles all these intricate type conversions. The way it works is as follows —. After using the Model Optimizer to create an intermediate representation IR , we use the Inference Engine to infer input data. The heterogeneous execution of the model is possible because of the Inference Engine.

It uses different plug-ins for different devices. The following components are installed by default:. You must update several environment variables before you can compile and run OpenVINO toolkit applications.

Run the following script to temporarily set the environment variables:. As an option, you can permanently set the environment variables as follows:. To test your change, open a new terminal. You will see the following:. Add the current Linux user to the users group:. Log out and log in for it to take effect. After the Installation is complete the Raspberry Pi is set up to perform inference.

If you want to use your model for inference, the model must be converted to the. Originally, YOLOv3 model includes feature extractor called Darknet with three branches at the end that make detections at three different scales. Region layer was first introduced in the DarkNet framework. Other frameworks, including TensorFlow, do not have the Region implemented as a single layer, so every author of public YOLOv3 model creates it using simple layers.

This badly affects performance. For this reason, the main idea of YOLOv3 model conversion to IR is to cut off these custom Region -like parts of the model and complete the model with the Region layers where required. These commands have been deployed on a Google Colab Notebook where the Apple diseases. After this is created, we get an. After Deploying this command, this activates the camera module deployed on the Raspberry Pi is activated and the inference on the module begins:.

This is the timelapse video of a duration of 4 days reduced to 2 seconds. During actual inference of video input, this data is recorded in real time and accordingly real time notifications are updated. These notifications do not change quite frequently because the change in Video data is not a lot. After I have successfully configured and generated the output video, detection of the video data wont be enough.

In that case, I decided to send this video output data to a web-frontend dashboard for other Data-Visualization. The output generator is as follows:. Deploying unoptimised Tensorflow Lite model on Raspberry Pi:.

Tensorflow Lite is an open-source framework created to run Tensorflow models on mobile devices, IoT devices, and embedded devices. It optimizes the model so that it uses a very low amount of resources from your phone or edge devices like Raspberry Pi. Furthermore, on embedded systems with limited memory and compute, the Python frontend adds substantial overhead to the system and makes inference slow.

TensorFlow Lite provides faster execution and lower memory usage compared to vanilla TensorFlow. By default, Tensorflow Lite interprets a model once it is in a Flatbuffer file format. Before this can be done, we need to convert the darknet model to the Tensorflow supported Protobuf file format. I have already converted the file in the above conversion and the link to the pb file is: YOLOv3 file.

To perform this conversion, you need to identify the name of the input, dimensions of the input, and the name of the output of the model. This generates a file called yolov3-tiny. Then, create the «tflite1-env» virtual environment by issuing:. This will create a folder called tflite1-env inside the tflite1 directory. The tflite1-env folder will hold all the package libraries for this environment. Next, activate the environment by issuing:. You can tell when the environment is active by checking if tflite1-env appears before the path in your command prompt, as shown in the screenshot below.

Step 1c. OpenCV is not needed to run TensorFlow Lite, but the object detection scripts in this repository use it to grab images and draw detection results on them. Initiate a shell script that will automatically download and install all the packages and dependencies. Run it by issuing:. Step 1d. Set up TensorFlow Lite detection model. Before running the command, make sure the tflite1-env environment is active by checking that tflite1-env appears in front of the command prompt.

Getting Inferencing results and comparing them:. These are the inferencing results of deploying tensorflow and tflite to Raspberry Pi respectively. Even though the inferencing time in tflite model is less than tensorflow, it is comparitively high to be deployed. While deploying the unoptimised model on Raspberry Pi, the CPU Temperature rises drastically and results in poor execution of the model:. Tensorflow Lite uses 15Mb of memory and this usage peaks to 45mb when the temperature of the CPU rises after performing continuous execution:.

Power Consumption while performing inference: In order to reduce the impact of the operating system on the performance, the booting process of the RPi does not start needless processes and services that could cause the processor to waste power and clock cycles in other tasks.

Under these conditions, when idle, the system consumes around 1. This shows significant jump from 0. This increases the model performance by a significant amount which is nearly 12 times. This increment in FPS and model inferencing is useful when deploying the model on drones using hyperspectral Imaging. Temperature Difference in 2 scenarios in deploying the model:.

This image shows that the temperature of the core microprocessor rises to a tremendous extent. This is the prediction of the scenario while the model completed 21 seconds after being deployed on the Raspberry Pi. After seconds of running the inference, the model crashed and the model had to be restarted again after 4mins of being idle. This image was taken after disconnecting power peripherals and NCS2 from the Raspberry Pi 6 seconds after inferencing.

The model ran for about seconds without any interruption after which the peripherals were disconnected and the thermal image was taken. This shows that the OpenVino model performs way better than the unoptimised tensorflow lite model and runs smoother. Its also observed that the accuracy of the model increases if the model runs smoothly. With this module, you can tell when your plants need watering by how moist the soil is in your pot, garden, or yard.

The two probes on the sensor act as variable resistors. Use it in a home automated watering system, hook it up to IoT, or just use it to find out when your plant needs a little love. Installing this sensor and its PCB will have you on your way to growing a green thumb! The soil moisture sensor consists of two probes which are used to measure the volumetric content of water.

The two probes allow the current to pass through the soil and then it gets the resistance value to measure the moisture value. When there is more water, the soil will conduct more electricity which means that there will be less resistance. Therefore, the moisture level will be higher. Dry soil conducts electricity poorly, so when there will be less water, then the soil will conduct less electricity which means that there will be more resistance.

Therefore, the moisture level will be lower. The sensor board itself has both analogue and digital outputs. The Analogue output gives a variable voltage reading that allows you to estimate the moisture content of the soil. The digital output gives you a simple «on» or «off» when the soil moisture content is above a certain threshold.

The value can be set or calibrated using an adjustable on board potentiometer. In this case, we just want to know either «Yes, the plant has enough water» or «No, the plant needs watering! With everything now wired up, we can turn on the Raspberry Pi. Without writing any code we can test to see our moisture sensor working. When power is applied you should see the power light illuminate with the 4 pins facing down, the power led is the one on the right.

When the sensor detects moisture, a second led will illuminate with the 4 pins facing down, the moisture detected led is on the left. Now we can see the sensor working, In this model, I want to monitor the moisture levels of the plant pot. So I set the detection point at a level so that if it drops below we get notified that our plant pot is too dry and needs watering. After the moisture sensor is set up to take readings and inference outputs, I will add a peristaltic pump using a relay to perform autonomous Plant Watering.

That way, when then moisture levels reduce just a small amount the detection led will go out. The way the digital output works is, when the sensor detects moisture, the output is LOW 0V. When the sensor can no longer detect moisture the output is HIGH 3. Water Sensor — plug the positive lead from the water sensor to pin 2, and the negative lead to pin 6.

Plug the signal wire yellow to pin 8. Pump — Connect your pump to a power source, run the black ground wire between slots B and C of relay module 1 when the RPi sends a LOW signal of 0v to pin 1, this will close the circuit turning on the pump.

In the above code snippet, pump in has been set to pin7 and Soil Moisture Sensor pin has been set to pin8. Over here, a state of the soil moisture sensor has been set to Wet which is a variable continuously aggregating Sensor data. If the Sensor is not found to be wet and if the moisture is below the certain threshold set on the module, it activates the peristaltic pump to start watering the Apple Plant.

The state of the moisture sensor, If wet or not wet at a particular time is projected on a Streamlit front-end dashboard for Data Visualization. This Front-end data will be displayed in the further part of the project.

DHT11 is a Digital Sensor consisting of two different sensors in a single package. DHT11 uses a Single bus data format for communication. Now, we will the how the data is transmitted and the data format of the DHT11 Sensor. On detection of temperature above certain threshold or below certain threshold, variables are assigned with a constant value. Same goes with humidity sensor. Configuring Data sorting according to DateTime:. In this script, I have imported DateTime to assign temperature and Humidity sensor data with a timestamp.

This is required for Visualisation of Timely Trends in Data. From DateTime I have taken into consideration allocation of Hourly timestamps as per data. Every hour, the temperature data changes and these variables are further utilized for data plotting in Streamlit. The below video shows the Back-end of the complete project in action:. The soil moisture sensor as well as the humidity and temperature sensor send data readings with assigned timestamps to Network Gateways.

These Gateways take this data, sort the data, perform computation and send this data to web cloud application. Here, the Network Gateways are the Raspberry Pi devices. The camera module takes in video data and sends it to the Raspberry PI for classification. This data is assigned timestamp and further, this classified data is sent to the Streamlit Web Application Front-end Cloud Server. Using Kepler Geo-spatial analysis with satellite Imaging, this data is plotted on a Kpler map for data visualisation with Timely Trends of data.

This data is then made availabel after processing to Mobile Users of the farm to analyse the farm and Apple Plantation data, diseases of plant. Streamlit is an awesome new tool that allows engineers to quickly build highly interactive web applications around their data, machine learning models, and pretty much anything. Over here, to plot data of soil-moisture of 6 arrays, with nearly 6 plants in each array, we need nearly 36 sensors deployed to produce the inference.

Since, these many sensors were not available for the prototype, I have created demo data of Soil Moisture to visualize the data over the plot of land. Alternatively, the streamlit dashboard supports manual pump activation to activate the peristaltic pump and water the plants. Usually, the plant is autonomously watered based on water moisture in the soil, but in case if there is manual assistance needed, this trigger allows to activate the pump.

The logic used over here is that, each time a button is pressed to activate or deactivate the pump, the GPIO pin is either set to high or low as follows:. The second figure is meant to display the Temperature data over time. In the above code snippets, I had assigned each hourly sensor data a timestamp. This sensor data with timestamp is taken and added to the plotly chart for visualisation of data with time from 6am in the morning to 6 am the next day. For visualization of this data, the respective data timestamp is assigned with the hour of the day to sync data.

This complete process is autonomous. Finally, an average variable for temperature is declared for all the variables over time and this average variable is used to trigger notifications on the notification page as follows:. The third figure is mean to display timely-trend of humidity over time. The process of aggregating and displaying humidity data is the same as tempeerature data. Finally, an average variable for humidity is declared for all the variables over time and this average variable is used to trigger notifications on the notification page as follows:.

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