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(Global Innovation Center)
Knowledge Network Admin https://aap-testing.dokkuapps.venturit.org/user_profile/brian-collins
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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.
By:
Edwin Castel
Thursday, Jun 30, 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
By:
Edwin Castel
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
By:
Edwin Castel
Wednesday, May 4, 2022
CULTURE AND SOCIETY
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Groundwater, making the invisible visible
https://iteach-testing.venturit.org/browse/articles
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Edwin Castel
Tuesday, May 3, 2022
CULTURE AND SOCIETY
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The importance of water
https://www.un.org/en/observances/water-day#:~:text=The%20importance%20of%20water,tackle%20the%20global%20water%20crisis.
World Water Day, held on 22 March every year since 1993, focuses on the importance of freshwater.
World Water Day celebrates water and raises awareness of the 2.2 billion people living without access to safe water. It is about taking action to tackle the global water crisis. A core focus of World Water Day is to support the achievement of Sustainable Development Goal 6: water and sanitation for all by 2030.
By:
Edwin Castel
Tuesday, May 3, 2022
AGRI-FOOD SYSTEMS
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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.
By:
Edwin Castel
Tuesday, May 3, 2022
CULTURE AND SOCIETY
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