Low-mass stars are the dominant stellar component of the Galaxy and are important probes for understanding the Galaxy. The prolongation of the star sequence towards cooler dwarfs leads to the brown dwarfs. The transition between stellar and substellar regime is not very well known and new processes occur at these low temperatures, such as the condensation of solids in clouds. This volume offers lectures given by world experts in this field during the Evry Schatzman School on Stellar Physics (EES) of the Programme National de Physique Stellaire, held in Septembre 2011 in Roscoff, France. It gives the status of our understanding of the cool dwarfs physics on the theoretical and observational sides. The latest results are reviewed and discussed extensively. Therefore we trust this book will be a valuable reference for researchers and students in the coming years.


text:
Gregorio, I.W.
Lesbian/Gay/Bisexual/Transgender Issues
Date of entry: Jul-16-2015
In this young adult novel, Kristin Lattimer is a high school senior who seems to have everything – good looks, two best friends Vee and Faith, excellent athleticism especially in hurdles, a scholarship to State University, and a hunk of a boyfriend. She and her boyfriend are even voted Prom Queen and King. Kristin's dad is a single parent, as her mother died of cervical cancer when Kristin was in 6th grade. Hence Kristin's primary sources of knowledge of adolescent changes are her Aunt Carla and her peers, and she is able, at age 18 to chalk up her lack, not only of menstruation, but also of menarche to her running practice. But when she experiences painful and incomplete intercourse, she seeks the advice of a friend's gynecologist.
Dr. Johnson quickly diagnoses "androgen insensitivity syndrome" and explains that AIS is "a unique genetic syndrome that causes an intersex state – where a person looks outwardly like a female, but has some of the internal characteristics of a male." (p. 37) The gynecologist then stumbles through further explanations and concludes, "Miss Lattimer, I think that you might be what some people call a hermaphrodite." (p. 38) To the now stunned teen, the physician further explains karyotypes, hormone levels and the "better term" intersex. Since Kristin has undescended testes, the discussion includes possible cancer risk, and Kristin's dad is called into the doctor's office as well.
The reader follows Kristin's journey of discovery – meeting a 'specialist,' urologist Dr. Cheng, who provides the definitive diagnosis of AIS and explains that "chromosomal sex, gender identity, and sexual orientation are all separate concepts." (p. 59) Issues of privacy, friendship, betrayal, sexuality, community, ostracism, social media, athletic rules vis-à-vis gender, and support groups are woven into the story and Kristin learns to cope with her new diagnosis and self-awareness.
The author, a urologist, notes in her author bio that the inspiration for this story began with a patient she cared for while a resident at Stanford. This novel provides a much needed storyline for teens, young adults and family members who seek an understanding of intersex and the spectrum of gender identity. The novel lies squarely in the YA genre, with a smart, likable teen protagonist displaying teen angst aplenty, but with an intersex twist. For example, in response to a nurse asking Kristin if she'd like a magazine to pass the time, Kristin notes, "What I really wanted was to know how the **** [asterisks inserted] I was going to tell my boyfriend that I had testicles." (p. 41) As an advocate for diversity in literature, I.W. Gregorio adds an accessible, positive and honest story to engage us all in the complex world of intersex and disorders [differences] of sex development (DSD).

redpajama_set_name: RedPajamaCommonCrawl


Nestling amongst trees overlooking a small lake on a working Stud farm boasting 72 acres of secluded Cambridgeshire countryside, Rosewood Stud Park offers the best of both worlds – an idyllic rural escape in a superbly accessible location.
In addition to luxury brand new accommodation there's a park café open most weekends and a local pub within a gentle stroll. Cambridge and Bury St Edmunds and Newmarket are just a short drive away.
A collection of two and three bedroom holiday homes and lodges, finished to a very high standard, all with hot tubs and waterside views. Perfect for romantic breaks and special occasions.


text:
Le Sénégal est divisé en sept zones militaires.

Zones militaires
La compétence territoriale des commandements de zone militaire est fixée ainsi :

Références

Voir aussi
 Région militaire

Forces armées du Sénégal

redpajama_set_name: RedPajamaWikipedia


to stimulate an active interest in the life of the school.
to foster a spirit of positive fellowship amongst parents, staff and friends of the school.
to promote a spirit of genuine cooperation between parents, staff and students of the school.
to provide financial assistance for the development of the school's facilities and teaching resources.
to provide a pathway for parents to be involved in supporting the school.
The Association plays a significant role in building the community spirit of the school. Its events and functions provide opportunity for parents and staff to gather together in a spirit of fun and fellowship. the Association affairs are managed by a P & F Committee which is elected annually. Parents wishing to serve on the P & F Committee simply contact Margot Vine (School Community Relations) ph: (08) 8294 8422.


Anthony founded the company in 1994 seeing a need for quality book-keeping together with Management Accounts. He works to win new business and has responsibility for the strategic development of the Company.
Anthony qualified as a Chartered Accountant with Coopers & Lybrand in Bristol after graduating from Bristol University where he read Economics & Accounting. He has worked for BAe Systems, Unilever, Marsh & McLennan (Bermuda), TV Times and Time Warner. He has a strong IT background evidenced by the Company providing from as far back as 2003 what are now called Cloud services.
Zara's responsibilities include client and staff relations, resource management and everything else involved in the running of a busy Head Office. She also chairs the Company's monthly senior management meetings. Being one of the central contact points for BookCheck's fifty or so members of staff she has also earned the title of Company Agony Aunt! Before joining BookCheck in 2002 Zara was Office Manager for a large coffee machine company based in the South West.
Having ridden and worked with horses in her younger years (Zara is a fully qualified riding instructor), she now likes driving her open top sports car. She also loves caring for her 2 Bengal cats – Simba and Nala.
Kate works closely with Zara assisting with the day to day running of general office administration. She is also responsible for the bookkeeping of BookCheck and keeping the management databases updated. Kate has also implemented the Company Health & Safety Policy. Before joining BookCheck in 2007, Kate worked for a number of years as a payroll and price control clerk for Sainsbury's.
Kate has taken on a new role and is now a valued member of the payroll team.
Caroline works in the BookCheck head office on our marketing strategy, helping with office administration and acting as a personal assistant to Anthony. She loves walking her dogs, travelling and spending time with her children.
Suzan works in the field as a Supervisor for BookCheck and look after our clients and staff in London. This involves working with our bookkeepers and liaising with our accountants to ensure that we deliver what we promise to our clients. When she's not doing a job she loves she spend quality time with her family and friends. She also enjoys walking, cooking, reading and music.
Keri joined the BookCheck team in early 2018 and hasn't looked back since! As a Supervisor at BookCheck, Keri works closely with Bookkeepers to ensure they are supported in their work. In her spare time, Keri enjoys curling up with a good book and is beginning to learn the art of photography.
Jen has worked in Payroll Management for the last 10 years, and thoroughly enjoys the constant challenge and pace of handling multiple payrolls each month, along with the diversity that comes with different types of clients. Her spare time is often spent socialising with family, including grown-up daughters who force her to exercise! She loves to dance, although is limited to those styles which don't require a partner as hubby has two left feet, so bellydancing, Zumba and Fitsteps are favourite. Alternatively you will find her in a quiet corner with her Kindle, which is her most treasured possession. Since the children left home she is travelling more, so gradually working my way through a bucket list of places that she wants to see, so always planning the next trip.
Chris is a payroll professional with 20 years of experience, from small businesses to large PLCs. When he's not payrolling he enjoys gardening, live music, local history and travel.
Bernice works as an accountant for our settled clients producing the monthly BAR packs (BookCheck Advanced Reporting). She also works closely with new clients ensuring a smooth transition and tailoring our BAR pack to suit their individual requirements. She is qualified with ACCA while working in practice and has worked on a self-employed basis. In her spare time she enjoys running and volunteering at her local parkrun.
Nick is an accountant in the Gloucestershire region. He enjoys working with a wide range of clients in different business sectors, helping them to understand their business better through clear management information which helps them to control costs and improve profitability. He enjoys country walks, and we are blessed with many scenic ones in the Cotswolds.
Prior to joining Bookcheck in early 2017, David worked for a variety of SMEs as Company Accountant. His work has involved him in a number of different sectors such as: aerospace professional services, IT projects, and environmental services. Married to fellow Bookcheck colleague Janet, they like to spend their time with their family, and from time to time attend various live sports events too.
Christine is a member of the BookCheck team, working as a Payroll Administrator and Bookkeeper from home. Most of her spare time is taken up with her two Grandchildren who keep her 'fit and active'. She also enjoys walking with her husband, her best achievement being Hellvelyn in the Lake District.
Cecile is a bookkeeper in the Gloucester area. She has two very active boys and when their activities allow, she enjoys sewing, particularly Patchwork & Quilting.
Ella is a member of the BookCheck team in the East Bristol region working as a bookkeeper. She has a son who is her world and enjoys spending time with him at his various sporting activities. She thinks he's got the making of a professional golfer one day! Ella enjoys travelling and nothing beats getting lost in a good book after a long day of work and taking care of her son. She's a big fan of Michael Jackson, and has travelled to many different places around the world to see him at various events and was even lucky enough to meet him in 2003.
Elizabeth works as a bookkeeper at BookCheck remotely from home and onsite at clients premises. In her spare time she enjoys baking, reading and travelling.
Louisa is a bookkeeper working with a variety of businesses in the stunning Cotswolds. She loves going out to work at the clients premises on a regular basis, meeting their staff and being treated as part of their team. She has three grown up children, one still at home, a yellow hairy Labrador and a wonderful husband who does most of the cooking! She enjoys walking, dancing, travelling and skiing in the winter.
Laura has been a bookkeeper with BookCheck since October 2016 and is based in Gloucester. She has two little girls who keep her very busy, and when time allows she enjoys counted cross stitch and has attempted a few different styles of dancing over the years.
Lorien is a Bristol based Payroll Officer, I.P.P. qualified and with 20 years of varied payroll experience. She loves to travel to far flung exotic locations but has recently adopted a dog so will be exploring closer to home for a while.
Katie is a payroll administrator for BookCheck. She has a Diploma in Payroll Management and lots of experience using various payroll systems. When she's not working she's running around after her four children, and when she gets a little free time to herself, she enjoys modified cars and crafts.


text:
Q: How to compute accuracy? I am struggling on how to compute accuracy from my neural network. I am using the MNIST database with backpropagation algorithm. All is done from scratch.
My partial code looks like this:
for x in range(1, epochs+1):
   #Compute Feedforward
   #...
   activationValueOfSoftmax = softmax(Z2)

   #Loss
   #Y are my labels
   loss = - np.sum((Y * np.log(activationValueOfSoftmax)), axis=0, keepdims=True)
   cost = np.sum(loss, axis=1) / m #m is 784

   #Backpropagation
   dZ2 = activationValueOfSoftmax - Y
   #the rest of the parameters
   #...
   #parameters update via Gradient Descent
   #...

Can I compute accuracy from this, or do I have to redo some parts of my NN?
Thanks for any help!

A: I assume that you have your 10 sized one hot y vector for your test set (10 digits), and you retrieved your hypothesis through forward prop with your training set.
correct = 0

    for i in range(np.shape(y)[0]):
        #argmax retrieves index of max element in hypothesis
        guess = np.argmax(hyp[i, :])
        ans= np.argmax(y[i, :])
        print("guess: ", guess, "| ans: ", ans)
        if guess == match:
            correct = correct + 1;

accuracy = (correct/np.shape(y)[0]) * 100

You have to do forward prop again with your weights and the TEST SET data to get your hypothesis vector (should be 10 sized) then you can loop through all the y values in the test set, using a counter variable (correct) to retrieve the amount correct. To get percentage, you just divide the correct by the number of test set examples and multiply by 100.
If you want the accuracy from the training set, just use your hypothesis (in your case activationValueOfSoftmax) and do the same.
Best of luck

redpajama_set_name: RedPajamaStackExchange


Level9 : Lean Business Practice : Business Administration Training : Entrepreneurial Training : Lean Business Club, Inc.
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The Most Successful Man In Life Is The Man Who Has The Best Information!


I'm not good at sending paper cards. My grandma was always good at that and it impressed me – she sent cards to all of her grandkids, and also wrote us letters for different occasions. It made a real impact on me, but for most occasions I can't get around to writing cards. I'm not so paperless that I don't see the value of sending a personal card – I actually think they are really important.
(3) Write a note to your favorite artist or author – they'll love hearing how they inspire you.
(4) Share a delicious (cocktail) recipe and an invitation to eat/drink it together.


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