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Keras
Deep learning is one of the major subfield of machine learning framework. Machine learning is the study of design of algorithms, inspired from the model of human brain. Deep learning is becoming more popular in data science fields like robotics, artificial intelligence(AI), audio & video recognition and image recognition. Artificial neural network is the core of deep learning methodologies. Deep learning is supported by various libraries such as Theano, TensorFlow, Caffe, Mxnet etc., Keras is one of the most powerful and easy to use python library, which is built on top of popular deep learning libraries like TensorFlow, Theano, etc., for creating deep learning models.
Overview of Keras
Keras runs on top of open source machine libraries like TensorFlow, Theano or Cognitive Toolkit (CNTK). Theano is a python library used for fast numerical computation tasks. TensorFlow is the most famous symbolic math library used for creating neural networks and deep learning models. TensorFlow is very flexible and the primary benefit is distributed computing. CNTK is deep learning framework developed by Microsoft. It uses libraries such as Python, C#, C++ or standalone machine learning toolkits. Theano and TensorFlow are very powerful libraries but difficult to understand for creating neural networks.
Keras is based on minimal structure that provides a clean and easy way to create deep learning models based on TensorFlow or Theano. Keras is designed to quickly define deep learning models. Well, Keras is an optimal choice for deep learning applications.
Features
Keras leverages various optimization techniques to make high level neural network API easier and more performant. It supports the following features −
Consistent, simple and extensible API.
Minimal structure - easy to achieve the result without any frills.
It supports multiple platforms and backends.
It is user friendly framework which runs on both CPU and GPU.
Highly scalability of computation.
Benefits
Keras is highly powerful and dynamic framework and comes up with the following advantages −
Larger community support.
Easy to test.
Keras neural networks are written in Python which makes things simpler.
Keras supports both convolution and recurrent networks.
Deep learning models are discrete components, so that, you can combine into many ways.
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Vijaya Super admin
Thursday, Jun 30, 2022
CULTURE AND SOCIETY
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Playlist: Students with ADHD
https://zoom.us/j/95633717787?pwd=V3JEYVVkTjZHTllqQXJ2UmZyOXZNdz09
structured the cooperative activity, the more likely it is that these students will succeed.Students play board games that reinforce skills such as sight vocabulary, phonics, grammar rules, and basic math facts.
For example, Bingo can be used to review basic facts and concepts. Students who require more immediate feedback and recognition of their efforts might begin with a Bingo board that has onlythree cells across and three cells down. The number of cells can be gradually increased to four across, four down, then five, and so forth.
structured the cooperative activity, the more likely it is that these students will succeed.Sharing Strategies Think, Pair, Share/Square Share/Group Share: Using this
approach, students work with peer partners to discuss the lesson, check each other’swork, and share strategies.
Partner Reading Student partners take turns reading orally and listening to each other. Peer partners can also be helpful with discussing answers to comprehension questions, spelling, proofreading, and solving math problems.
Self-Correction Opportunities Students use calculators or a key provided by the teacher to check their answers.Learning Games
structured the cooperative activity, the more likely it is that these students will succeed.Sharing Strategies Think, Pair, Share/Square Share/Group Share: Using thisapproach, students work with peer partners to discuss the lesson, check each other’swork, and share strategies.Partner Reading Student partners take turns reading orally and listening to each other. Peer partners can also be helpful with discussing answers to comprehension questions, spelling, proofreading, and solving math problems.
Self-Correction Opportunities Students use calculators or a key provided by the teacher to check their answers.Learning Games Students play board games that reinforce skills such as sight vocabulary, phonics, grammar rules, and basic math facts.
For example, Bingo can be used to review basic facts and concepts. Students who require more immediate feedback and recognition of their efforts might begin with a Bingo board that has onlythree cells across and three cells down. The number of cells can be gradually increased to four across, four down, then five, and so forth.
Students play board games that reinforce skills such as sight vocabulary, phonics, grammar rules, and basic math facts.
For example, Bingo can be used to review basic facts and concepts. Students who require more immediate feedback and recognition of their efforts might begin with a Bingo board that has onlythree cells across and three cells down. The number of cells can be gradually increased to four across, four down, then five, and so forth.
By:
Vijayalaxmi Santosh Mhetre
Wednesday, Jun 15, 2022
CULTURE AND SOCIETY
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What is Attention Deficit Hyperactivity Disorder?
Primer text from The College of William & MaryADHD is one of the most commonly diagnosed conditions of children (Centers for DiseaseControl and Prevention, 2015).
In a 2016 Centers for Disease Control and Prevention study, scientists found that 6.1 million children aged 2-17 years living in the U.S. had been diagnosed with attention-deficit/hyperactivity disorder (ADHD), which is similar to the previous enV
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Ages 6-11: Approximately 2.4 million children
Ages 12-17: Approximately 3.3 million children
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Vijaya Super admin
Tuesday, Jun 14, 2022
CULTURE AND SOCIETY
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Attention Deficit
PRIMER: What is Attention Deficit Hyperactivity Disorder? - ADDED
Classroom Interventions for Attention Deficit/ Hyperactivity Disorder Considerations Packet
Primer text from The College of William & MaryADHD is one of the most commonly diagnosed conditions of children (Centers for DiseaseControl and Prevention, 2015).
In a 2016 Centers for Disease Control and Prevention study, scientists found that 6.1 million children aged 2-17 years living in the U.S. had been diagnosed with attention-deficit/hyperactivity disorder (ADHD), which is similar to previous en
Ages 6-11: Approximately 2.4 million children
Ages 12-17: Approximately 3.3 million children
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Vijaya Super admin
Wednesday, May 4, 2022
CULTURE AND SOCIETY
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Cloud Computing
Cloud Computing provides us means by which we can access the applications as utilities over the internet. It allows us to create, configure, and customize the business applications online.
This tutorial will take you through a step-by-step approach while learning Cloud Computing concepts.
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Anne miller chinthana
Tuesday, May 3, 2022
CULTURE AND SOCIETY
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Groundwater, making the invisible visible
https://iteach-testing.venturit.org/browse/articles
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Vijaya Super admin
Tuesday, May 3, 2022
CULTURE AND SOCIETY
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Venture Capital
Corrective Feedback: Some students with ADHD require brief, simple
correction for disruptive behaviors. Correction should be directed at the student’s behavior, not the student (e.g., “No shout-outs. Please raise your hand before answering the question” vs. “stop being disruptive!”). Provide the feedback immediately following the behavior. Provide correction in a calm manner and in close proximity to the student (Piffner, 2011). Avoid humiliating the studentwhen correcting his behavior.
URL : https://aapbridge.com/home/home_feed
The Faculty of Agriculture was honored to host Dr Susan Wyche from Michigan State University (MSU) for a one-week visit to Egerton University that ran from 1 to 8 March 2022. Dr. Susan held a public lecture for staff and held a 3-day training workshop on “Considering Human-Centered Design (HCD) in Development Research” to students from diverse backgrounds including in Computer science, Agronomy and Engineering disciplines at CMRT building, Njoro Main Campus. The students developed and designed 6 project prototypes which include: Innovative and Efficient Water harvesting and treatment for communities, Utilization of solar energy in drying and preservation of indigenous vegetables, Development of a drone for scaring Quelea qualea birds in rice irrigation schemes in Kenya, Queen bee rearing technology for increasing colonization of hives in drylands, Innovative technology for waste management in peri-urban areas to improve human health among others. Deputy Vice Chancellor Academic Affairs Prof Bernard Aduda commented the students for excellent ideas which can be deployed to solve farmers and societal problems in Kenya and promised to support. He also thanked the organizers of the training, Prof Susan for supporting student projects with USD 1400 as seed money for the projects and MSU for strong collaboration with Egerton University in all areas including joint projects, staff exchange and postgraduate supervision and value chain and policy analysis with Tegemeo Institute of Egerton University.
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Vijaya Super admin
Tuesday, May 3, 2022
CULTURE AND SOCIETY
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Combined type. The student may exhibit symptoms that include behaviors from both categories above.
In order for a student to be diagnosed with ADHD, symptoms must appear before age 12 and be exhibited across at least two settings. They must also have adverse effects on academic performance, occupational success, or social-emotional development (APA, 2013).
To add to the complexity of the diagnosis, children with ADHD are likely to have co-existing emotional, behavioral, developmental, learning, or physical conditions (Wolraich & DuPaul, 2010).
To Register: http://events.r20.constantcontact.com/register/event?oeidk=a07eifrlae2a9592f0f&llr=m5euwduab
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Vijaya Super admin
Tuesday, May 3, 2022
CULTURE AND SOCIETY
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Amazon Marketplace - Why Amazon?
There are various reasons why you should consider selling at Amazon Marketplace. In this introductory chapter, let us take a look at some of the prominent reasons why you should choose Amazon Marketplace.
Increase Sales
The best reason of selling on Amazon is the scale of their online visitors. Amazon alone draws the eyeballs of nearly 85 million visitors monthly, so you can quantify the number of folds by which your sale will increase. Also, the probability of your product reaching the customers increases.
Acquire Potential Customers from across the Globe
Amazon has millions of varied customers across the globe who visit on a frequent basis. If one goes by statistics, every one out of four online shoppers purchase from Amazon. They visit Amazon Marketplace with the explicit intent to purchase and may discover your product while browsing, which they may have otherwise purchased from some other seller or may have never encountered.
Thus, you acquire a potential customer and if you serve them with quality products, the chances of winning a repeated and global business is all yours.
Quick and Stress Free Shipping
Amazon can ship your product, through Amazon’s FBA service, Fulfillment by Amazon, to the customer faster and at cheaper rates than you can do it yourself. You add to the customer’s satisfaction by adding Fulfilled by Amazon text or its Prime logo to your product.
You can sit back and relax, and enjoy stress free and trusted product shipping! You can also ship the product yourself, wherein you are responsible for packing the product and have it shipped by yourself or hire a fulfilment service to do it for you, any way you would like.
Vast Range of Products
There is a bucket list of products that you can sell on Amazon. You can sell a little or a lot, Amazon provides you all the required tools and experience to have a successful sale.
Effortless, Trusted Shopping Experience for Customers
Customers love effortless buying, something only Amazon’s one click purchase can grant. Hence, once you become a seller on Amazon you are laced with Amazon’s e-commerce expertise, its easy payment and delivery options which will adorn your online business.
Secure and Timely Payments
Amazon offers hassle-free and timely payments. Payment for your product is deposited into your bank account and you are notified via email that your payment has been made. Also, Amazon deducts its fees only after you make a sale.
Amazon’s Professional Help Service
Amazon offers professional services to guide you through every step of selling your product online, such as what product you should sell and how to sell.
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Vijaya Super admin
Wednesday, Jan 12, 2022
CULTURE AND SOCIETY
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Data Tag Implementation 2
Color-Coded Folders: Provide the student with color-coded folders to helporganize assignments for different academic subjects.
By:
Anne miller chinthana
Tuesday, Jan 11, 2022
CULTURE AND SOCIETY
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ADHD Students and Classroom Considerations
The culture of the classroom can either support or create barriers to student success (Piffner,2011).
Factors that foster attention, positive behavior, and academic and social success includeestablishing positive relationships with students, adopting classroom management techniques,and creating a physical arrangement that facilitates learning.
It is often a positive relationship with one teacher that facilitates school success for a studentwith ADHD (Piffner, 2011).
When teachers connect with students and appreciate their unique skills and interests, students are more likely to strive for achievement and positively respond to classroom rules and procedures.
When using a proactive approach to classroom management, teachers support all students andcreate conditions that prepare them for learning (Piffner, 2011).
Some strategies for positive management include clear directions, meaningful feedback, and opportunities for collaboration with peers. Here are some others.
Opportunities to RespondStudents with ADHD often have the most trouble attending during drill-and-practice assignments because of the repetitive nature of the tasks. Peer-mediated approaches such as those enumerated in the next screens are particularly effective for students with ADHD in such cases, because they increase students’ opportunities for engagement and active learning (Piffner, 2011).
In creating peer-mediated activities, the teacher may need to choose students whoseskill levels complement each other. Students with and without attention difficulties andimpulsivity should be considered for peer partnerships.
By:
Anne miller chinthana
Tuesday, Jan 11, 2022
YOUTH EMPOWERMENT
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Apache Bench
Performance testing has proved itself to be crucial for the success of a business. Not only does a poor performing site face financial losses, it can also lead to legal repercussions at times.
No one wants to put up with a slow performing, unreliable site in important online interactions such as purchasing, online test taking, bill payment, etc. With the Internet being so widely available, the range of alternatives is immense. It is easier to lose clientele than gain them and performance is a key game changer.
Need for a Load Testing Tool
If we can understand what is the need for a load testing tool, it will give us the reason and motivation to use it. Some famous business sites have suffered serious downtimes when they get large number of visitors. E-commerce websites invest heavily in advertising campaigns, but not in Load Testing. Therefore, they fail to ensure optimal system performance, when that marketing brings in traffic.
Another familiar example of ignoring load testing is that of “error establishing connection” in WordPress websites. Therefore, it is a good idea to load test a website or application before its deployment in production. It is nice to quickly establish a best-case scenario for a project before running more detailed tests down the road.
What is Apache Bench?
Apache Bench (ab) is a tool from the Apache organization for benchmarking a Hypertext Transfer Protocol (HTTP) web server. Although it is designed to measure the performance of Apache web server, yet it can also be used to test any other web server that is equally good. With this tool, you can quickly know how many requests per second your web server is capable of serving.
Features of Apache Bench
Let us see the important features and limitations of Apache Bench. The features and limitations are listed below −
Being an open source software, it is freely available.
It is a simple command line computer program.
It is a platform-independent tool. It means that it can be invoked on Linux/Unix or on Windows server equally well.
It can conduct load and performance test for only web server - HTTP or HTTPS.
It is not extensible.
Apache Bench uses only one operating system thread irrespective of the concurrency level (specified by the -c flag). Therefore, when benchmarking high-capacity servers, a single instance of Apache Bench can itself be a bottleneck. To completely saturate the target URL, it is better to use additional instances of Apache Bench in parallel, if your server has multiple processor cores.
Precaution
You need to be aware that there is no directive in the Apache Bench to increase concurrency in particular intervals while running tests. Therefore, running load tests using ab is equivalent to a denial-of-service (DOS) attack. It is recommended that you inform and take prior permission from your VPS service provider if you are going to do heavy load testing for a long period of time. They will allot you an appropriate time interval or shift your node for the load testing task.
Second, if you are testing a third person’s website continuously and for a long time just for learning Apache Bench from your VPS (which becomes the testing node), there is a remote possibility that your VPS public IP can be blocked by the third person’s website permanently. In that case, you will not be able to connect to that website with the same IP. But if you really want to connect to the website in future, the only solution will be to talk to the system administrator of the target website, or create a new instance of the server with a different IP with the help of your VPS service provider.
Having warned you, let me assure you that all tests in this tutorial are safe enough and out of what system administrators generally call "system abuse" practices.
By:
Khushi
Tuesday, Jan 4, 2022
CULTURE AND SOCIETY
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