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CNN is a multi-layered neural network with a unique architecture designed to extract increasingly complex features of the data at each layer to determine the output. CNN's are well suited for perceptual tasks.

CNN is mostly used when there is an unstructured data set (e.g., images) and the practitioners need to extract information from it
For instance, if the task is to predict an image caption:

The CNN receives an image of let's say a cat, this image, in computer term, is a collection of the pixel. Generally, one layer for the greyscale picture and three layers for a color picture.
During the feature learning (i.e., hidden layers), the network will identify unique features, for instance, the tail of the cat, the ear, etc.
When the network thoroughly learned how to recognize a picture, it can provide a probability for each image it knows. The label with the highest probability will become the prediction of the network.

Eating a wide variety of nutritious foods, including fruit, vegetables, nuts, seeds, and lean protein can help support your overall health.

Many foods are both healthy and tasty. By filling your plate with fruits, vegetables, quality protein sources, and other whole foods, you’ll have meals that are colorful, versatile, and good for you.
 
Here are 50 healthy and delicious to include in your diet.YT video URL: YT video embedded video URL:Testing... 

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


The diagnostic term attention deficit/hyperactivity disorder (ADHD) refers to individuals who display patterns of inattention, impulsivity, and overactive behavior that interfere with daily functioning (American Psychiatric Association [APA], 2013).

THEORY OF CULTURAL DETERMINISM

The position that the ideas, meanings, beliefs and values people learn as members of society determines human nature. People are what they learn. Optimistic version of cultural determinism place no limits on the abilities of human beings to do or to be whatever they want. Some anthropologists suggest that there is no universal "right way" of being human. "Right way" is almost always "our way"; that "our way" in one society almost never corresponds to "our way" in any other society. Proper attitude of an informed human being could only be that of tolerance.
The optimistic version of this theory postulates that human nature being infinitely malleable, human being can choose the ways of life they prefer.
The pessimistic version maintains that people are what they are conditioned to be; this is something over which they have no control. Human beings are passive creatures and do whatever their culture tells them to do. This explanation leads to behaviorism that locates the causes of human behavior in a realm that is totally beyond human control.

Regardless of your version of true happiness, living a happier, more satisfied life is within reach. A few tweaks to your regular habits like getting more sleep and exercise can help you get there.
Daily habits
The following daily habits may help you achieve more happiness in your life.
1. Smile
You tend to smile when you’re happy. But it’s actually a two-way street.
We smile because we’re happy, and smiling causes the brain to release dopamine, which makes us happier.
While not completely foolproof, researchers have found that the link between smiling and happiness could be attributed to the “facial feedback hypothesis,” where facial expressions may have a modest influence on emotions.
That does not mean you have to go around with a fake smile plastered on your face all the time. But the next time you find yourself feeling low, crack a smile and see what happens. Or try starting each morning by smiling at yourself in the mirror.
2. Exercise
Exercise isn’t just for your body. Regular exercise can help reduce stress, feelings of anxiety, and symptoms of depression while boosting self-esteem and happiness.
Even a small amount of physical activity can make a difference. You don’t have to train for a triathlon or scale a cliff — unless that’s what makes you happy, of course.
The trick is to not overexert yourself. If you suddenly throw yourself into a strenuous routine, you may just end up frustrated (and sore).
Consider these exercise starters:

Take a walk around the block every night after dinner.
Sign up for a beginner’s class in yoga or tai chi.
Start your day with 5 minutes of stretching.

Remind yourself of any fun activities you once enjoyed but that have fallen by the wayside. Or you could consider starting activities you always wanted to try, such as golf, bowling, or dancing.
3. Get plenty of sleep
Most adults need at least 7 hoursTrusted Source of sleep every night. If you find yourself fighting the urge to nap during the day or just generally feel like you’re in a fog, your body may be telling you it needs more rest.
No matter how much our modern society steers us toward less sleep, we know that adequate sleep is vitalTrusted Source to good health, brain function, and emotional well-being. Getting enough sleep also reduces your riskTrusted Source of developing certain chronic illnesses, such as heart disease, depression, and diabetes.
Here are a few tips to help you build a better sleep routine:

Write down how many hours of sleep you get each night and how rested you feel. After a week, you should have a better idea how you’re doing. You can also try using an app to track your sleep.
Go to bed and wake up at the same time every day, including on weekends.
Reserve the hour before bed as quiet time. Take a bath, read, or do something relaxing. Avoid heavy eating and drinking.
Keep your bedroom dark, cool, and quiet.
Invest in some good bedding.
If you have to take a nap, try limiting it to 20 minutes.

If you consistently have problems sleeping, consider talking with a doctor. You may have a sleep disorder that requires treatment.
4. Eat with mood in mind
You may already know that your food choices have an impact on your overall physical health. But some foods can also affect your state of mind.Trusted Source
For example:

Carbohydrates release serotonin, a “feel good” hormone. Just keep simple carbs — foods high in sugar and starch — to a minimum because that energy surge is short and you’ll crash. Choosing complex carbs, such as vegetables, beans, and whole grains, can help you avoid a crash while still providing serotonin.
Lean meat, poultry, legumes, and dairy are high in protein. Protein-rich foods release dopamine and norepinephrine, which boost energy and concentration.
Omega-3 fatty acids, such as those found in fatty fish, have been found to have anti-inflammatory effectsTrusted Source that extend to your overall brain health. If you don’t eat fish, you might consider talking with a doctor about possible supplementation.
Highly processed or deep-fried foods tend to leave you feeling down and so will skipping meals.

If you want to eat with your mood in mind, consider starting with making one food choice for your mood each day.
For example, swap a big, sweet breakfast pastry for some Greek yogurt with fruit. You’ll still satisfy your sweet tooth, and the protein will help you avoid a midmorning energy crash. Consider adding in a new food swap each week.
5. Practice gratitude
Simply being grateful can give your mood a big boost, among other benefits. For example, a two-part study found that practicing gratitude can have a significant impact on feelings of hope and happiness.
You might try starting each day by acknowledging one thing you’re grateful for. You can do this while you’re brushing your teeth or just waiting for that snoozed alarm to go off.
As you go about your day, consider keeping an eye out for pleasant things in your life. They can be big things, such as knowing that someone loves you or getting a well-deserved promotion.
But they can also be little things, such as a co-worker who offered you a cup of coffee or the neighbor who waved to you. Maybe it could even just be the warmth of the sun on your skin.
With a little practice, you may even become more aware of all the positive things around you.
6. Give a compliment
Research shows that performing acts of kindness may also help promote your overall well-being.
Giving a sincere compliment is a quick, easy way to brighten someone’s day while giving your own happiness a boost.
Catch the person’s eye and say it with a smile so they know you mean it. You might be surprised by how good it makes you feel.
If you want to offer someone a compliment on their physical appearance, make sure to do it in a respectful way.
7. Breathe deeply
You’re tense, your shoulders are tight, and you feel as though you just might “lose it.” We all know that feeling.
Instinct may tell you to take a long, deep breath to calm yourself down.
Turns out, that instinct is a good one. ResearchTrusted Source supports the fact that slow breathing and deep breathing exercises can help reduce stress.
The next time you feel stressed or are at your wit’s end, work through these steps:

Close your eyes. Try to envision a happy memory or beautiful place.
Take a slow, deep breath in through your nose.
Slowly breathe out through your mouth or nose.
Repeat this process several times until you start to feel yourself calm down.

If you’re having a hard time taking slow, deliberate breaths, try counting to 5 in your head with each inhale and exhale.
8. Acknowledge the unhappy moments
A positive attitude is generally a good thing, but bad things happen to everyone. It’s just part of life.
If you get some bad news, make a mistake, or just feel like you’re in a funk, don’t try to pretend you’re happy.
Acknowledge the feeling of unhappiness, letting yourself experience it for a moment. Then shift your focus toward what made you feel this way and what it might take to recover.
Would a deep breathing exercise help? A long walk outside? Talking it over with someone?
Let the moment pass and take care of yourself. Remember, no one’s happy all the time.
9. Keep a journal
A journal is a good way to organize your thoughts, analyze your feelings, and make plans. And you don’t have to be a literary genius or write volumes to benefit.
It can be as simple as jotting down a few thoughts before you go to bed. If putting certain things in writing makes you nervous, you can always shred it when you’ve finished. It’s the process that counts.
Not sure what to do with all the feelings that end up on the page? Our guide to organizing your feelings may help.
10. Face stress head-on
Life is full of stressors, and it’s impossible to avoid all of them.
There’s no need to. Stress isn’t always harmful, and we can even change our attitudes about stress. Sometimes, there’s an upside to stress.
For those stressors you can’t avoid, remind yourself that everyone has stress — there’s no reason to think it’s all on you. And chances are, you’re stronger than you might think you are.
Instead of letting yourself get overwhelmed, try to address the stressor head-on. This might mean initiating an uncomfortable conversation or putting in some extra work, but the sooner you confront it, the sooner the pit in your stomach may start to shrink.
 
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Many foods are both healthy and tasty. By filling your plate with fruits, vegetables, quality protein sources, and other whole foods, you’ll have meals that are colorful, versatile, and good for you.
 
Here are 50 healthy and delicious to include in your diet.



1–6: Fruits and berries

Fruits and berries are popular health foods.
They are sweet, nutritious, and easy to incorporate into your diet because they require little to no preparation.
1. Apples
Apples contain fiber, vitamin C, and numerous antioxidants. They are very filling and make the perfect snack if you’re hungry between meals.
2. Avocados
Avocados are different from most other fruits because they contain lots of healthy fat. They are not only creamy and tasty but also high in fiber, potassium, and vitamin C. Swap mayonnaise for avocado as a salad dressing, or spread it on toast for breakfast.
3. Bananas
Bananas are a good source of potassium. They’re also high in vitamin B6 and fiber and are convenient and portable.
4. Blueberries
Blueberries are both delicious and high in antioxidants.
5. Oranges
Oranges are well known for their vitamin C content. What’s more, they’re high in fiber and antioxidants.
6. Strawberries
Strawberries are highly nutritious and low in both carbs and calories.
They provide vitamin C, fiber, and manganese and make a delicious dessert.
Other healthy fruits
Other healthy fruits and berries include cherries, grapes, grapefruit, kiwi, lemons, mangoes, melons, olives, peaches, pears, pineapples, plums, and raspberries.

7. Eggs

Eggs are highly nutritious.
Once demonized for being high in cholesterol, expertsTrusted Source now see them as a useful source of protein that may have various benefits.






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In our last post, We had a close look at Credentialing and what it entails. We also gained insight into how healthcare companies and providers manage this very important function in healthcare recruitment. Having understood why healthcare credential management is so crucial not only from a business perspective but also ensures there are no legal implications, the stage is just right to introduce another factor closely related to Credentialing, namely Compliance.
Join me in exploring why Compliance in Credentialing is so important and how this need not be such an onerous task with specialized apps, customized specifically for online healthcare recruitments. Credential compliance is achievable with minimal stress. Let us understand how, but first-a brief background.
What is Compliance in Credentialing, and Why does it matter?
I am using the the term ‘Compliance’ to mean meeting the requirements for Credentialing and participating in effective Compliance programs as set forth by the Office of Inspector General (OIG) and the National Committee for Quality Assurance(NCQA). This includes internal auditing, monitoring, credentialing education and training, developing plans of corrective action in responding to related problems as well as enforcing credentialing standards. Most Compliance programs, while generally operating as independent entities, report to their respective boards of directors or other committees providing assistance and oversight to the process.
So, what happens if a healthcare fails to verify accurately? Without careful oversight and auditing, it is all too possible for omissions or errors to occur before, during, or immediately following the process, which could lead to enrollment issues as well as open a pandora’s box to legal problems if the process is incomplete or the provider’s privacy is compromised. Furthermore, the 1960s case of Darling vs. Charleston Hospital established the responsibility of hospitals and other healthcare facilities in verifying the professional credentials of the physicians and other providers practicing under their roof.
 
 
 
REF : links :https://targetrecruit.com/the-importance-of-compliance-in-credentialing/
 
YouTube: https://youtu.be/C6YrPt1ygX8

Teaching Commons: “an emergent conceptual space for exchange and communityamong faculty, students, and all others committed to learning as an essential activity of life in contemporary democratic society”(Huber and Hutchings, 2005, p.1) 
What Is the #iteachmsu Commons?    You teach MSU. We, the Academic Advancement Network, The Graduate School, and The Hub for Innovation in Learning and Technology, believe that a wide educator community (faculty, TAs, ULAs, instructional designers, academic advisors, et al.) makes learning happen across MSU. But, on such a large campus, it can be difficult to fully recognize and leverage this community’s teaching and learning innovations. To address this challenge, the #iteachmsu Commons provides an educator-driven space for sharing teaching resources, connecting across educator networks, and growing teaching practice.#iteachmsu Commons content may be discipline-specific or transdisciplinary, but will always be anchored in teaching competency areas. You will find blog posts, curated playlists, educator learning module pathways, and a campus-wide teaching and learning events calendar. We cultivate this commons across spaces. And through your engagement, we will continue to nurture a culture of teaching and learning across MSU and beyond.  
How Do I Contribute to the #iteachmsu Commons? Content is organized by posts, playlists and pathways.Posts: Posts are shorter or longer-form blog postings about teaching practice(s), questions for the educator community, and/or upcoming teaching and learning events. With an MSU email address and free account signup, educators can immediately contribute blog posts and connected media (e.g. handouts, slide decks, class activity prompts, promotional materials). All educators at MSU are welcome to use and contribute to #iteachmsu. And there are no traditional editorial calendars. Suggested models of posts can be found here.Playlists: Playlists are groupings of posts curated by individual educators and the #iteachmsu community. Playlists allow individual educators to tailor their development and community experiences based on teaching competency area, interest, and/or discipline.Pathways: Pathways are groupings of educator learning modules curated by academic and support units for badges and other credentialing. 
There are two ways to add your contribution to the space:Contribute existing local resources for posts and pathways: Your unit, college, and/or department might already have educator development resources that could be of use to the wider MSU teaching and learning community. These could be existing blog posts on teaching practice, teaching webinars, and/or open educational resources (e.g classroom assessments, activities). This content will make up part of the posts, playlists, and pathways on this site. Educators can then curate these posts into playlists based on their individual interests. Please make sure to have permission to share this content on a central MSU web space.Contribute new content for posts: A strength of the #iteachmsu Commons is that it immediately allows educators to share teaching resources, questions and events through posts to the entire community. Posts can take a variety of forms and are organized by teaching competency area categories, content tags, date, and popularity. Posts can be submitted by both individual educators and central units for immediate posting but must adhere to #iteachmsu Commons community guidelines.Posts could be:About your teaching practice(s): You discuss and/or reflect on the practices you’re using in your teaching. In addition to talking about your ideas, successes, and challenges, we hope you also provide the teaching materials you used (sharing the assignment, slidedeck, rubric, etc.)Responses to teaching ideas across the web or social media: You share your thoughts about teaching ideas they engage with from other media across the web (e.g. blog posts, social media posts, etc.).Cross-posts from other teaching-related blogs that might be useful for the #iteachmsu community: You cross-post content from other teaching-related blogs they feel might be useful to the #iteachmsu community.About teaching-related events: You share upcoming teaching related events as well as their thoughts about ideas they engage with events at MSU and beyond (e.g. workshops, conferences, etc.). If these events help you think in new ways about your practice, share them with the #iteachmsu community.Questions for our community: You pose questions via posts to the larger community to get ideas for their practice and connect with others considering similar questions.What Are the #iteachmsu Commons Policies?Part of the mission of the #iteachmsu Commons is to provide space for sharing, reflecting, and learning for all educators on our campus wherever they are in their teaching development. The commons is designed to encourage these types of interactions and reflect policies outlined by the MSU Faculty Senate.  We maintain the right to remove any post that violates guidelines as outlined here and by MSU. To maintain a useful and safer commons, we ask that you:Follow the MSU Guidelines for Social Media.Engage across the #iteachmsu commons in a civil and respectful manner. Content may be moderated in accordance with the MSU Guidelines for Social Media.Do not share private or confidential information via shared content on the #iteachmsu Commons.Content posted on the #iteachmsu Commons is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International license. Learn more about this licensing here. Posted comments, images, etc. on the #iteachmsu Commons do not necessarily represent the views of Michigan State University or the #iteachmsu Commons Team. Links to external, non-#iteachmsu Commons content do not constitute official endorsement by, or necessarily represent the views of, the #iteachmsu Commons or Michigan State University.What if I Have #iteachmsu Commons Questions and/or Feedback?If you have any concerns about #iteachmsu Commons content, please email us at iteach@msu.edu. We welcome all feedback and thank you for your help in promoting a safer, vibrant and respectful community.