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data cleaning example 在 โปรแกรมเมอร์ไทย Thai programmer Facebook 的最讚貼文
ในวิชา "วิทยาการคำนวณ" ระดับชั้น ม. 5
ได้ดึงวิชา data science (วิทยาศาสตร์ข้อมูล)
มาปูพื้นฐานให้เด็กๆ ได้เรียนกันแล้ว นับว่าเป็นโชคดี
เพราะวิชาพวกนี้เป็นของสูง กว่าจะสัมผัสก็คงตอนป.ตรี โท เอก
...Continue ReadingIn the subject of ′′ Calculation Theology ′′ class. 5
Pulled data science (data science)
Let's master the foundation for kids to learn. It's considered lucky.
Because these subjects are high to touch. It's probably in the middle of the year. Tri To Aek
Which I will review the content to read roughly. The content is divided into 4 chapters.
.
👉 ++++ Chapter 1-Information is valuable +++++
.
Data science in the textbook. Used by Thai name as ′′ Information Science ′′
This chapter will mention Big Data or big data with lots of valuable information.
And so much role in this 4.0 s both public and private sector.
.
If you can't imagine when you played Google search network, you'll find a lot of information that you can use in our business. This is why data science plays a very important role.
.
It's not surprising that it makes the Data Scientist s' career (British name data scientist) play the most important role and charming and interesting profession of the 21th century.
.
Data science, if in the book, he defines it
′′ Study of the process, method or technique to process enormous amounts of data to process to obtain knowledge, understand phenomena, or interpret prediction or prediction, find out patterns or trends from information.
and can be analysed to advise the right choice or take decision for maximum benefit
.
For Data science work, he will have the following steps.
- Questioning my own interest.
- Collect information.
- Data Survey
- Data Analysis (analyze the data)
- Communication and Results Visualization (Communicate and visualize the results)
.
🤔 Also he talks about design thinking... but what is it?
Must say the job of a data scientist
It doesn't end just taking the data we analyzed.
Let's show people how to understand.
.
The application design process is still required.
To use data from our analytics
The word design thinking is the idea. The more good designer it is.
Which Data Scientists Should Have To Design Final Applications
Will meet user demand
.
👉 ++++ Chapter 2 Collection and Exploration +++++
.
This chapter is just going to base.
2.1 Collection of data
In this chapter, I will talk about information that is a virtual thing.
We need to use this internet.
2.2 Data preparation (data preparation)
Content will be available.
- Data Cleaning (data cleansing)
- Data Transformation (data transformation)
In the university. 5 is not much but if in college level, you will find advanced technique like PCA.
- Info Link (combining data)
2.3 Data Exploration (data exploration)
Speaking of using graphs, let's explore the information e
Histogram graph. Box plot diagram (box plot). Distributed diagram (scatter plot)
With an example of programming, pulls out the plot to graph from csv (or xls) file.
2.4 Personal Information
For this topic, if a data scientist is implementing personal data, it must be kept secret.
.
Where the issues of personal information are now available. Personal Data Protection is Done
.
.
👉 ++++ Chapter 3 Data Analysis ++++
.
Divided into 2 parts:
.
3.1 descriptive analysis (descriptive analytics)
Analyzing using the numbers we've studied since
- Proportion or percentage
- Medium measurement of data, average, popular base.
Correlation (Correlation) relationship with programming is easy.
.
.
3.2 predictive analysis (predictive analytics)
.
- numeric prediction is discussed. (numeric prediction)
- Speaking of technique linear regression, a straight line equation that will predict future information.
Including sum of squared errors
Let's see if the straight line graph is fit with the information. (with programming samples)
- Finally mentioned K-NN (K-Nearest Neighbors: K-NN) is the closest way to finding K-N-Neighborhood for classification (Category)
*** Note *****
linear regression กับ K-NN
This is also an algorithm. One of the machine learning (machine learning, one branch of AI)
Kids in the middle of the day, I get to study.
.
.
👉 +++ Chapter 4 Making information pictured and communicating with information +++
.
This chapter doesn't matter much. Think about the scientist after analyzing what data is done. The end is showing it to other people by doing data visualization. (Better summoning)
.
In contents, it's for example using a stick chart, line chart, circular chart, distribution plan.
.
The last thing I can't do is tell a story from information (data story telling) with a message. Be careful when you present information.
.
.
.
*** this note ***
😗 Program language which textbooks mentioned and for example.
It's also python and R language
.
For R language, many people may not be familiar.
The IT graduate may be more familiar with Python.
But anyone from the record line will surely be familiar.
Because R language is very popular in statistical line
And it can be used in data science. Easy and popular. Python
.
But if people from data science move to another line of AI
It's deep learning (deep learning)
Python will be popular with eating.
.
.
#########
😓 Ending. Even I wrote a review myself, I still feel that.
- The university. 5 is it going to be hard? Can a child imagine? What did she do?
- Or was it right that I packed this course into Big Data era?
You can comment.
.
But for sure, both parents and teachers are tired.
Because it's a new content. It's real.
Keep fighting. Thai kids 4.0
.
Note in the review section of the university's textbook. 4 There will be 3 chapters. Read at.
https://www.facebook.com/programmerthai/photos/a.1406027003020480/2403432436613260/?type=3&theater
.
++++++++++++++++++++
Before leaving, let's ask for publicity.
++++++++++++++++++++
Recommend the book ′′ Artificial Intelligence (AI) is not difficult ′′
It can be understood by the number. End of book 1 (Thai language content)
Best seller ranked
In the MEB computer book category.
.
The contents will describe Artificial Intelligence (A) in view of the number. The end.
Without a code of dizzy
With colorful illustrations to see, easy to read.
.
If you are interested, you can order.
👉 https://www.mebmarket.com/web/index.php?action=BookDetails&data=YToyOntzOjc6InVzZXJfaWQiO3M6NzoiMTcyNTQ4MyI7czo3OiJib29rX2lkIjtzOjY6IjEwODI0NiI7fQ&fbclid=IwAR11zxJea0OnJy5tbfIlSxo4UQmsemh_8TuBF0ddjJQzzliMFFoFz1AtTo4
.
Personal like the book. You can see this link.
👉 https://www.dropbox.com/s/fg8l38hc0k9b0md/chapter_example.pdf?dl=0
.
Sorry, paper book. I don't have it yet. Sorry.
.
✍ Written by Thai programmer thai progammerTranslated
data cleaning example 在 ลงทุนแมน Facebook 的精選貼文
ธุรกิจน้ำเกลือ เหมือนน่าเบื่อ แต่รายได้ไม่น้อย / โดย ลงทุนแมน
รู้หรือไม่ว่า..
น้ำเกลือ ที่เราเห็นเป็นประจำตามร้านขายยามีรายได้กว่า พันล้านบาทต่อปี
และเป็นอีกหนึ่งสิ่งที่ใกล้ตัวเรามากกว่าที่คิด
...Continue ReadingSalt Water Business is boring but not small income / by investing man
Did you know that..
The Salt water we see regularly according to the pharmacy. Earn over a billion baht per year.
And another closer to us than we thought
So how close is the salt water to us?
Invest, man will tell you about it.
First let's get to know the salt water first..
Many of you may have heard that salt water is used to clean the wound.
But in fact, salt water doesn't have the power to disinfect any..
Basically, the salt water we commonly call is about 0.9 % concentrated.
Such numbers are simply explained that in 100 ml of distilled water, there will be 0.9 grams of sodium chloride salt, aka normal saline solution (NSS).
The dobt of concentration is the same level of concentration as human body fluids to keep the condition of cells from damage.
In this case, a simple example is to give salt water when we are sick.
When our body is exhausted and can't drink the right amount of water
Nurses will give us salt water to balance water and mineral salt in the body and compensate for the energy we lose..
In addition, some types of salt water may have medical ingredients.
Such as increasing the amount of sugar, dextos so that sugar can replace food.
In Case patients don't have the ability to eat by themselves.
Apart from medical use
Salt water can also be used in everyday life.
For example, for example.
When we get wound, use salt water to clean the wound.
It is why the wound is clean without damaging skin cells.
Before using the next Iodine Tincture or alcohol to kill germs..
Apart from cleaning the wound
Salt Water Business also tends to grow according to contact lenses business.
Did you know that..
Global population is more likely to have short-sighted.
The population is short-sighted to global population.
Year 2010 around 28 %
Year 2050 is predicted to increase to 50 %
Or simply say is 1 OF 2 people who walk past me will be short sighted
Which is more consistent with current trend we turn to wear contact lenses.
Normally, when we soak in contact lenses, contact lenses, there are components that can remove protein stains.
If we wear contact lenses immediately, our eyes may have irritation.
At this point, many contact lenses also wash salt water to help reduce such symptoms..
In addition, salt water can also wash nose, wash your eyes, including facial wiping or cleaning some types of makeup.
Did you know that..
Klean & kare is one of the salt water brands we may see according to general pharmacy.
This brand has been produced by cuddle hours of pharmacy factory that has been open since the year. Fri 2498
Later changed the name to a. N. B. Laboratori (cuddle hours of pharmacy)
The company has products from wipes, nose cleaning, Contact Lens Cleanser and salt water.
Year 2558 Income 1,184 million baht. Profit 188 million baht.
Year 2559 Income 1,337 million baht. Profit 212 million baht.
Year 2560 Income 1,340 million baht. Profit 210 million baht.
So the income of every 100 baht of the company is a profit of up to 16 baht..
The Company's income proportion is both domestic and abroad such as Cambodia, Laos, Malaysia, Myanmar, Philippines, Singapore, Ethiopia, Hong Kong, Nepal, Sri Lanka and ye
This company is currently acquired and operates under bdms. The owner of 1 of the 10 most valuable companies in Thailand.
Another interesting player can't escape. Yener cuddle l hospit cuddle favorite cuddle
Medical manufacturers have done business for over 50 years.
Year 2558 Income 871 million baht. Profit 56 million baht.
Year 2559 Income 1,032 million baht. Profit 154 million baht.
Year 2560 Income 1,037 million baht. Profit 157 million baht.
Including Thai osuka company, medical food manufacturers come to invest in salt water business.
With a budget for more than 900 million baht.
Year 2558 Income 2,102 million baht. Profit 223 million baht.
Year 2559 Income 2,399 million baht. Profit 273 million baht.
Year 2560 Income 2,544 million baht. Profit 266 million baht.
All of this shows
Saline business that looks boring and we see it regularly according to the pharmacy.
But this business is bigger than I thought.
Which is what everyone, no matter one day, will use it.
If we think about what business
Try to look like salt water
What looks like boring
But there are a lot of people who use them.
That thing could be a treasure to us..
----------------------
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Besides, we can write ourselves and earn money in here.
Download the app at blockdit.com
Order the book to invest man 10.0 at
Lazada: https://www.lazada.co.th/products/100-i312324208-s559866635.html?mp=3&spm=0.0.productPromotion_13579257.1
Shopee: https://shopee.co.th/ลงทุนแมน-หนังสือ-10.0-i.116732911.2099369914
----------------------
References
-BDMS, Annual Report 2018
-DBD Data Warehouse
-A.N.B. Laboratories
-Honestdocs.coTranslated
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