Here is my Data Science Capstone Project

I have just completed my project in the Data Science Professional Course by IBM through Coursera.
In this project, I tried to accomplish the following tasks.

1. Using the KMeans algorithm to cluster a certain geographic location.
2. Then put them on the map using map feature providing library
3. Practical extensive use of  Restful API
4. then providing general but very good information to depending on where you are and what you want. 

Of course, everything is done in a python programming language.
Why the KMeans algorithm, this is a very classic algorithm for any kind of clustering problems you have for example customer segmentation is a very common example of Retailers. In my project, I used the project geographic location cluster using latitudes and longitudes of Toronto a city in Canada. There is a very good library in python called Sklearn I usually use it features those are very good and can accomplish a lot of tasks with it.

This is one magic of the first task I will upload jupyter notebook link, so you are welcome to visit and see through it
click here




Secondly, there are lots of maps features providing libraries Shapely, Rasterio and Folium, etc
I used the Folium library to accomplish my project. In Folium, there are many cool features, just not mapping, for example, you can choose what kind of map you want to draw on your screen or on your notebook. You can go here and learn more.


Third, Restful API is my favorite part since I try to do time series analysis by getting the most stable and good live stream data. You can make tons of requests by using back end development, in order to do that you have to learn more about this and most importantly you have to have knowledge about the website you about to go and want to get some data. But, As I have found out that, if you need static data then you are almost no need to have API access to websites but for the dynamic data it is very important to live or most recent versions of the data due to it's changing nature.
There are several types of analysis if you want to do analysis.

1. Exploratory analysis- you can have static data
2. Predictive analysis - you have to have the most recent data it is almost most needed
3. Perspective analysis - you also need to have more recent data it is better that I believe.

Both 2nd and 3rd analysis's types are based on Exploratory, it is very important to have to good data to scrape. So just beware that you can always study and choose and find a good source for you to use API.

Finally, I pulled some data about some data from Eventbrite, Foursquare, and Google Map API
I used all of the to extract important to accomplish the task I want to do

1. I want to list events in a radius of  4km in the location that I made a search query. so I will get several event and title and whether it is free to attend or not etc. It is indeed, very important any person, especially programmers, to have this kind of application to their platform so they can provide important information to customers.  
2. from FourSquare I can Extract any kind of data I want to extract, for example, if I am in Toronto the I search coffee then it will display best coffee shops from Foursquare
3. Google map API, I used it extract to longitude and Latitude of the certain string query that user input to my program. Most importantly I can't do everything without google map API or similar API since in order to build a map of the certain place I have to give that above location info at least.

This current version of my the notebook is better to use with the Jupyter notebook or Jupyter Lab, it very recommended. You also need to install useful libraries and Get necessary API keys since I can't provide them to you
written by Nyam Ochir Bold as nick

Thank you for your attention

TOEFL preparation

I have found a computer software that has 49 practice tests for the TOEFL test takers. I hope that will help you to get the score that you want. In order to use this software you have register to www.zhan.com as overseas user then you will have an able to download to TPO 1-49 software. If you use only a smart phone not a laptop, that's not problem there is still applications for IOS and Android, which is amazing.
Hope you will have great practices! 
Here you can download registration guide in pdf.
If you want to download TPO for PC click the picture on the left side, For Android, on the right side.

TOEFL- ийн шалгалтанд бэлтгэгчдэд!

There are plenty of free sources to practice for getting high score on the TOEFL-ibt.  I have found a great site that has about 48 practice tests and other supplement materials. All you need to have is only the internet and computer at your home or in your office. Then, take all practice tests before you take real tests on your test day. The articles and supplement material are not endorsed from ETS.org. So make sure you are also worked on the official practice tests from the TOEFL.ORG.  This site is in Chinese and you don't have to register or pay anything do not send them your visa information. If you can't understand Chinese while you are visiting this site use Chrome browser and use google translate.

Goodluck and have great practices

Public Universities in USA

Most proper public universities to apply(i have just regarded some performance of the universities such as ranking, student body, tuition and fees and acceptance rates). When you apply the universities listed below, You will have a chance get admission letter almost in every 2 applicants.

All of them are such that big universities and you can advance yourself as best as you can. Everything is about you here while you are attending this universities, need to be passionate and always try to stay foolish and hungry for learning and new experiences. Tuition and fees are between $25000 and $35000. Bolded universities are ranked highly than others and they are all in top 100 universities in the world. Others are all in top 200. Interestingly, there are almost 50000 colleges and universities in the world.

1. University of Illinois at urbana champaign(62.4)
2. University of wisconsin Madison(49.2)
3. Pennsylvania State university (50.3)
4. University of florida(47.1)
5. Ohio State University(53)
6. University of Texas at Austin (39.7)
7. University of Washington(53)
8. University of Maryland college park (47.8)
9. Purdue University(49.2)
10. University of Pittsburgh (56.1)
11. University of Minnesota Twin Cities(45.4)
12. Michigan State university (66.1)
13. University of Illinois at Chicago(72.7)
14. University of Arizona(74.6)
15. Arizona State university(84.3)
16. Indiana University Bloomington(76.1)
17. Florida State University(53.1)
18. Texas A and M university (71)
19. University of Utah (81.7)
20. University of California, College Community( Some of them is really possible get in, according to their acceptance rate. There are almost no financial aid and scholarships for international students. )

There are things that applicants need to meet:

1. Meet the all requirements of Universities such SAT scores, Extras.. At least!
2. If you are international student, at least you have to deal with finance partially. I believe that they will never give full tuition scholarship, if you are not supposed to be medallion of the olympics
3. But there is financial situation always not the barry of your education, which means you have plenty of great chances to find great scholarships from outside sources that will be helpful to your education. Public universities will help you to get that when you become their universities student.

College navigator, and startclass, collegeboard, about.com, collegesearch systems are really good to use.

Author: Nyam-Ochir Bold

SAT шалгалтанд бэлтгэхэд Collegeboard.org-оос уншихыг санал болгодог номын жагсаалтууд

Номын нэр	Зохиогч	Юуны тухай? 3н үгээр	Он	Кино	Одод
Pride and Prejudice	Jane Austin	British romantic comedy	1797	2005	Keira Knightley
Wuthering Heights	Emily Bronte	Passionate love story	1847	1992	Juliette Binoche, Ralph Fiennes
The Awakening	Kate Chopin	Wife finds freedom	1899
The Red Badge of Courage	Stephen Crane	Civil War fear	1895	1951	Audie Murphy
Don Quixote	Miguel de Cervantes	A madman’s adventure	1605	2000	John Lithgow, Isabella Rossellini
The Three Musketeers	Alexandre Dumas	Historical French adventure	1844	1993	Charlie Sheen, Keifer Sutherland
The Great Gatsby	F. Scott Fitzgerald	Rags to riches	1925	1974	Robert Redford, Mia Farrow
The Great Gatsby	F. Scott Fitzgerald	Rags to riches	1925	2013	Leonardo DiCaprio, Tobey McGuire
Lord of the Flies	William Golding	Deserted island boys	1954	1990	Balthazar Getty
The Scarlet Letter	Nathaniel Hawthorne	Punishment for adultery	1850	1995	Demi Moore, Gary Oldman
Catch-22	Joseph Heller	WWII satire	1961	1970	Alan Arkin
Brave New World	Aldous Huxley	Year 2540 utopia	1932	1998	Peter Gallagher, Leonard Nimoy
The Metamorphosis	Franz Kafka	Man becomes insect	1915	1987	Steven Berkoff, Tim Roth
To Kill a Mockingbird	Harper Lee	Deep South prejudice	1960	1962	Gregory Peck
The Call of the Wild	Jack London	Yukon sled dog	1903	1972	Charleton Heston
Beloved	Toni Morrison	Effects of slavery	1987	1998	Oprah Winfrey, Danny Glover
Animal Farm	George Orwell	Farm animals revolt	1945	1999	Kelsey Grammer, Julia Louis-Dreyfus
The Bell Jar	Sylvia Plath	Young woman’s depression	1963	2008	Julia Styles
The Catcher in the Rye	J.D. Salinger	A teenager’s alienation	1951
The Grapes of Wrath	John Steinbeck	Great Depression sharecroppers	1939	1940	Henry Fonda
Treasure Island	R.L. Stevenson	High seas adventure	1883	1990	Charleton Heston
Uncle Tom’s Cabin	Harriet Beecher Stowe	Cruelty of slavery	1852	1987	Avery Brooks, Bruce Dern
Adventures of Huckleberry Finn	Mark Twain	A runaway’s story	1885	1993	Elijah Wood
Candide	Voltaire	French adventure satire	1759
Slaughterhouse-Five	Kurt Vonnegut	WWII time travel	1969	1972	Michael Sacks, Ron Leibman
The Color Purple	Alice Walker	Southern women’s difficulties	1982	1985	Whoopi Goldberg, Danny Glover
The Picture of Dorian Gray	Oscar Wilde	Price of vanity	1890	2004	Josh Duhamel
Native Son	Richard Wright	Depression-era racism	1940	1986	Victor Love, Matt Dillon

Илүү жагсаалтыг эндээс pdf файлаар харна уу!

Элсэн суралцахад харьцангуй хялбар америкийн шилдэр их сургуулиуд...

Америкийн их сургуулиуд нь оюутныг зөвхөн шалгалтын оноо, хувийн хэргийн дүнгээр нь хараад тэнцүүлдэггүй. Нэлээн олон шалгуурыг давах хэрэгтэй. Мэдээж төгссөний дараа бол маш сайн ажил мэргэжил болон баталгаатай амьдрал хүлээж байдаг гэдэгт би итгэлтэй байдаг. 

1. Ohio State University- Acceptance rate over 53% - public - top 100

2. State University of New Jersey- Acceptance rate over 60% - top 100

3. Arizona State University- Acceptance rate over 80%- public- top 100

4. University of Arizona- Acceptance rate over 80%-  public- top 100

5. University of Utah -  Acceptance rate over 80% - public-  top 100

6. University of California, Riverside- Acceptance rate over 60%- top 200

7. University of Massachusetts, Amherst- Acceptance rate 58.3%- public- top 200

8. University of Lowa - Acceptance rate over 80%, public- top 200

9. University of Delaware - Acceptance rate - 68%, public - top 200

10. University of California ()

11. Texas A & M - Acceptance rate  is over 71%- public - top 100

12. University of Purdue - Acceptance rate is about 50%

Монгол улсад сайн сургуулийн оюутан элсүүлэх магадлал бараг 100% байдаг. Acceptance rate гэдэг нь тухайн сургуульд материаллаа явуулаад тэнцсэн оюутнуудын эзлэх хувь юм. Сайн сургуулиудад тэнцэхийн тулд тодорхой шалгууруудыг хангах хэрэгтэй. Харин дээрх сургуулиуд бараг бүх шалгуурт тэнцсэн оюутнуудыг авдаг гэсэн үг юм. Улсын сургуулиуд нь арай бага төлбөр санал болгодог бөгөөд бусад сайн сургуулиуд эзэмших тэнцүү мэдлэгийг илүү хямд зардлаар олж боломж гэж харж болно. Монгол хэлэнд бол Public сургуулийг улсын сургууль гэх бөгөөд Зарим сул тал болох магадлалтай зүйлсийг дурдвал

1.  Оюутнуудын тоо ерөнхийдөө их байдаг. Маш том бүтэцтэй гэсэн үг.

2. Тэтгэлэг болон Санхүүгийн тусламж авах боломж маш хомс. Advanced хөтөлбөрүүдэд хамрагдах хэрэгтэй(Honor Program- талаар судалж болно). 

Бүх зүйл зөвхөн танаас шалтгаална. Учир нь тэнд бүх зүйл байгаа жишээ нь: сайн оюутанууд, сайн багш нар (Профессорууд)

Дараа илүү олон хэрэгтэй мэдээлэл нарийвчилсан мэдээтэй оруулна.

Online Degree Programs

An online university degree can help to increase one's chances of earning a higher income from a job, instead of settling for a position that will limit them because of lack of education. Online university degree offers wide variety of online programs; such as Undergraduate, Graduate, Doctorate, and Professional courses. The specific courses offered include disciplines such as business management and administration, criminal justice, health, information technology, nursing, education, human resources, call center professional training, and project management.

Studying on the Internet is a convenient way to earn an education because it won't interfere with work and saves time and energy. Online university degrees can help students to pace themselves and get needed schooling while still enjoying life. The classes offered through an online university degree might only require a minimal amount of work during the week as opposed to classes at a regular college. That can be an added benefit so as not to overload the student's schedule.

Internet programs can be helpful because their courses are designed to interact with professors on an email or Internet basis, instead of being engaged in class work and group projects which is a time consuming process for the workers and employers. Those falling into this category might benefit from pursuing an Internet degree. There are numerous websites that offer profiles for different colleges and universities, including web universities.

Web studies can be a blessing to those who desire to use their time and talents in the required period. They work hard and might be serving in remote countries that don't have schools near them. That's where an online university degree can be a great asset.

There is a wide choice of online courses that are offered by various colleges and universities. Some of the courses offered are general, while others are specific. It is therefore important that you survey all the options available, and then identify the course that is best suited to your requirements and the university that is best equipped to provide you with an in-depth learning of the course. Ensure that the teaching faculty for the course of your choice is qualified and that all necessary technical support will be provided to you in your online communications with the Institute.

After having decided your specific course and the learning center, you need to open a channel of communication with the institution. Each institution can provide the student with specific requirements. An online degree program may include purchasing textbooks or purchasing an e-book which allows the student to access the book online, usually at cheaper costs. Through an online degree program, links might be provided in the course syllabus allowing for additional instruction or templates to use to complete class assignments. Do a search on the Internet today for online degree programs and find out the vast opportunities available to anyone possessing a computer and Internet service. Attending an online university is a legitimate, convenient, and flexible way for you to advance you education, as well as your career and personal potential.

Author Bio
This article has been published by Kateri White currently writing on online degree programs topics for our website www.onlineuniversitydegreeprogram.info. For more details about the online degree programs, please visit our website. If any mistake found please mail us at kateriwhite@gmail.com

Article Source: http://www.ArticleGeek.com - Free Website Content

How To Pass Your Online Course From Home

In addition to the popular online degree programs now proliferating the internet there are many alternate forms of study available in the form of courses that aren't formally recognized. These courses are offered for many areas of study that are generally learnt at alternate educational facilities. These are things such as public speaking, personal development, personal training, consultancy and hundreds more. The questions most commonly asked are how these courses vary from degrees in duration, cost, nature, and other aspects. Here is a brief look into the world of online course taking.

Basically they are for fields of work that while there may be high levels of demand, a formal degree is not required to undertake them. They are mainly fields where employment is self sustained and sometimes more abstract such as wedding planning, real estate, career planning, or internet marketing.

An online course will generally result in the ability to operate a niche business like these on ones own and will often contain elements to develop skills for this purpose.

Online courses cover a myriad of differently formatted study options from those that require actual enrollment to mere information packs to study at your own time and can be purchased for a one off fee. As such the duration of an online course varies from a few days to a number of months.

One of the more popular types are education online courses that equip students to teach and as such in the future charge a fee for their services in many capacities. If you wish you can likely find an education online course on anything from sewing to bookkeeping.

In the same way many entrepreneurial courses like real estate courses online have become popular thanks to systems such as the trump university real estate investing school and others where skillful or famous money makers teach their secret principles to wealth or business.

Having spoken of these it should also be noted that there are also those courses that are more like the popular online college courses that will result in you obtaining a formal and recognized degree and lead to employment. Examples of these are things like computer courses online that lead to work in reception or administrative positions.

For the diligent web searcher you can even find numerous free online courses on certain topics. They may require your email to be submitted to a form or a small fee requested after time but a lot of quality information and training can be obtained gratis by doing this.

Regardless of your educational desires it is well worth it to peruse some of the sites that are directories of online course material to make a more informed decision on your course of study. Whether it's a free online course or a long term of study there are many benefits to be gained by pursuing online education.

First Article

Today is the one of the great day in my life and also your life.