r for data science的八卦，YOUTUBE和Yahoo名人娛樂都在討論

MAJLIS HIGH TECH NATION KETENGAHKAN TEKNOLOGI MASA HADAPAN

Semalam saya telah mempengerusikan Mesyuarat Majlis High-Tech Nation yang bertujuan merangka hala tuju teknologi sedia ada dan masa hadapan yang berpotensi untuk dibangunkan di Malaysia. Majlis ini juga akan melaporkan sebarang perkembangan secara terus kepada Majlis Sains Negara yang dipengerusikan oleh Perdana Menteri.

Program dan dasar yang akan dibentuk di bawah majlis ini adalah berpandukan kepada kerangka MySTIE 10-10 serta Dasar Sains, Teknologi dan Inovasi (DSTIN) 2021-2030 yang telah saya lancarkan minggu lalu. Sebanyak 30 bidang keutamaan telah dikenal pasti menerusi rangka kerja ini dan majlis ini akan merapatkan jurang yang wujud bagi memastikan ia dapat memberi kesan maksimum kepada setiap bidang keutamaan.

Majlis ini juga akan mengambil peranan secara proaktif dalam mengetengahkan teknologi masa hadapan yang akan melonjakkan kedudukan negara sebagai peneraju teknologi.

Saya juga telah memilih untuk mengutamakan beberapa program, hala tuju dan dasar agar sesuai dengan keperluan masa kini yang mendesak.

Antara cadangan yang telah dibentangkan semalam adalah berkenaan perubatan kepersisan (precision medicine) daripada Kementerian Kesihatan Malaysia (KKM). Perubatan kepersisan berasaskan teknologi data raya ini berupaya mendiagnos serta merancang perubatan yang berkualiti dan terjamin bagi seseorang pesakit.

Selain itu, Institut Penyelidikan Hidraulik Kebangsaan Malaysia (NAHRIM) juga telah membentangkan Hala Tuju Inovasi Air Negara yang akan menjamin keselamatan air. Menerusi hala tuju ini, sebanyak lima program telah dikenal pasti iaitu sungai yang bersih, rizab margin air, sistem air pintar, pengurangan risiko bencana dan pembiayaan air.

Kementerian Sains, Teknologi dan Inovasi (MOSTI) pula telah membentangkan 9 hala tuju yang sedang dibangunkan oleh agensi-agensi di bawah kementerian. Kesemua hala tuju yang akan dibentangkan pada pertengahan 2021 ini akan memacu kerajaan untuk merangka pelaburan serta memformulasi dasar terbaik dalam pembangunan teknologi-teknologi tersebut. Pelan itu antara lain akan merangkumi: blok rantai (blockchain); nanoteknologi; robotik; hidrogen; kecerdasan buatan (AI); litar bersepadu dan bahan termaju (advanced materials)

Akademi Sains Malaysia telah membentangkan cadangan untuk menginstitusikan sebuah badan pemecut pengkomersialan teknologi (Tech-Commercialisation Accelerator) bagi mengetuai dan mengkoordinasi usaha-usaha penyelidikan beradasarkan perniagaan serta ekonomi. Penyelidikan dan pembangunan (R&D) serta sistem penyampaian ini akan dibuat berasaskan permintaan serta keperluan pasaran untuk inovasi-inovasi penganggu (disruptive innovations). Saya akan mengumumkan lebih lanjut mengenai perkara ini sedikit masa lagi.

Institut Penyelidikan Keselamatan Jalan Raya Malaysia (MIROS) telah membentangkan kertas kerja ‘Teknologi Motosikal: Penyelesaian Kepada Dilema Kemajuan Ekonomi-Keselamatan’ dan menjelaskan bahawa 66 peratus daripada kematian di jalan raya melibatkan kemalangan motosikal. Kami berharap untuk memberi insentif dalam pembangunan, pengaplikasian dan penggunaan teknologi sedia ada serta akan datang bagi memperbaiki kebolehcapaian kesemua aspek keselamatan jalan raya. Bidang yang berpotensi untuk dibangunkan termasuklah teknologi pengujian serta verifikasi, teknologi penghindaran kemalangan, teknologi mengurangkan kecederaan (dalam kemalangan), teknologi pemaduan kembali sosial (social reintegration technology-merujuk kepada teknologi respons pintar awal dan pemulihan) serta teknologi pengurusan dan perancangan strategik.

Kementerian Alam Sekitar dan Air pula telah membentangkan Hala Tuju Inovasi Teknologi Hijau Kebangsaan yang mensasarkan penggunaan teknologi hijau menjelang 2030 bagi memastikan kemampanan alam sekitar negara. Inovasi-inovasi sektoral di bawah pelan ini termasuk perolehan hijau kerajaan, teknologi grid pintar, proses perindustrian hijau, pengawasan sungai melalui Internet Segala Benda (IoT), skim Waste to Energy (WTE) and wealth, pengaplikasian bangunan hijau dan pintar, kenderaan cekap tenaga dan kenderaan elektrik, pertanian bandar serta IoT pengawasan hutan.

Akhir sekali, dalam kita mengadaptasi perubahan tingkah laku akibat COVID-19, saya telah meminta MOSTI menyediakan satu kertas kerja mengenai Inisiatif Infrastruktur dan Ekonomi Sentuhan Rendah. Ini memerlukan anjakan paradigma bukan sahaja dalam cara kita berinteraksi sesama sendiri, malahan dengan dunia secara keseluruhan. Antaranya termasuklah penggosok lantai berautonomi, robot pembantu (membawa barangan) dan sistem pengurusan sisa pintar di pasar-pasar awam. MOSTI juga telah melancarkan penggunaan robot di hospital dengan kerjasama KKM serta memulakan modul robotik, dron serta AI di ladang-ladang bersama FELDA. Beberapa inisiatif ini akan direalisasikan di bawah Sandbox Teknologi dan Inovasi Nasional (NTIS).

Kebanyakan progam, hala tuju dan dasar sedia ada selama ini telah dimajukan secara berasingan atau bersendirian oleh pelbagai kementerian dan agensi. Majlis High Tech Nation adalah permulaan baharu kepada cara kita membangun dan mengaplikasi teknologi dalam negara bagi memastikan segalanya selaras dan koheren dengan keperluan nasional.

KHAIRY JAMALUDDIN
MENTERI SAINS, TEKNOLOGI DAN INOVASI
18 DECEMBER 2020

-----------------------------------------------------------------

HIGH-TECH NATION COUNCIL WILL CHAMPION UPCOMING TECHNOLOGIES

Yesterday, I chaired the first High-Tech Nation Council meeting, which aims to give strategic direction regarding existing and upcoming technology that has the potential to be developed in Malaysia. The High-Tech Nation Council will report directly to the National Science Council, which is chaired by the Prime Minister.

The programmes, roadmaps and policies under the High-Tech Nation Council are driven by the mySTIE 10-10 and National Science, Technology and Innovation Policy 2021-2030 that I launched last week. 30 niche areas were identified under this framework, and the High-Tech Nation Council will aim to fill in any gaps we have identified to make sure that there is maximum impact in these areas.

This Council will be proactive and champion upcoming technologies that we need to embark on as a nation to position us at the forefront of what is current and what is cutting-edge.

I have chosen to prioritise some of the programmes, roadmaps and policies in line with pressing national needs.

Some of the papers presented yesterday include the Ministry of Health’s paper on precision medicine, which takes a personalised, predictive, preventive and participatory approach to medicine. This will be layered together with big-data analytics to give personalised recommendations to each person.

National Hydraulic Research Institute of Malaysia (NAHRIM) presented on the National Water Innovation Roadmap, to guarantee national water security. This involves five programmes; Clean River, Reserve Margin, Smart Water, Disaster Risk Reduction, and Water Financing.

The Ministry of Science, Technology and Innovation presented nine roadmaps that are currently being developed under our agencies. All of these roadmaps will be unveiled by the middle of 2021. These roadmaps will guide our investments and policy direction in rolling out these technologies. They will cover: blockchain, nanotechnology, robotics, hydrogen, artificial intelligence, integrated circuits and advanced materials among others.

The Academy of Sciences presented on institutionalising a Tech-Commercialisation Accelerator, to spearhead and coordinate economic-oriented research in the form of demand-driven R&D and market-driven delivery systems for disruptive innovations. I will be announcing this in due course.

The Malaysian Institute of Road Safety Research (MIROS) also presented on Motorcycle Technology: Solving a Dilemma between Economic Development and Safety. 66% of the fatalities on the road involve motorcycles. We hope to incentive the development, application and deployment of existing and future technologies to improve accessibility and all aspects of road safety. Potential areas we are looking at include testing and verification technology, crash avoidance technology, injury mitigation technology (in event of crash), social reintegration technology (which refers to smart first response and rehabilitation technology), and management and strategic planning technology.

The Ministry of Environment and Water presented the National Green Technology Innovation Roadmap, which aims to leverage green technology innovation for an environmentally sustainable Malaysia by 2030. Sectoral innovations under this roadmap include government green procurement, smart grid technology, green industrial process, IoT river monitoring, Waste to Energy and Wealth schemes, application of smart and green buildings, energy efficiency vehicles & electric vehicles, vertical & urban farming, and IoT forest monitoring.

Lastly, but not least, in line with behavioural changes due to COVID-19, I asked MOSTI to prepare a paper on Low-Touch Infrastructure and Economic Initiatives. These will require a paradigm shift in how we look interact both with each other and the world around us. Some of the low-touch initiatives we have quickly identified include autonomous floor scrubbers, autonomous power assist robots (to carry your goods) and smart waste management systems in public markets. We’ve also launched robotics in hospitals together with MOH, and robotics, drones and artificial intelligence modules in plantations together with FELDA. Some of these initiatives will be realised via the National Technology & Innovation Sandbox.

Many of these programmes, roadmaps, and policies have existed and been implemented in silos by different ministries and agencies. This is just the start of how we relook at the development and application of technology in this country, to ensure everything is in line with our national needs and part of a coherent whole.

KHAIRY JAMALUDDIN
MINISTER OF SCIENCE, TECHNOLOGY AND INNOVATION
18 DECEMBER 2020

PRESS STATEMENT (IN REPLY TO RONNIE LIU)

I refer to the press statement from the State Assemblyman of Sungai Pelek, titled “Muhyiddin must come clean on the COVID-19 vaccine.” The State Assemblyman has claimed several inaccuracies, allegations, and misrepresentations that require answering in this statement.

I will answer them one by one.

1. The State Assemblyman has alleged that the mRNA vaccine will alter the DNA of a person. He has also questioned whether it will be approved by JAKIM based on the same premise.

Briefly, in our cells, mRNAs (messenger RNAs) are temporary molecules that are made from our genomic DNA before it is translated to make a protein. It is essentially a short-term, temporary message.
In this case, the temporary message instructs the body to produce one of the proteins on the surface of the coronavirus. The immune system will then learn to recognise the virus protein and produce antibodies against it. That’s all the mRNA vaccine does. It does not alter your DNA.

In response to State Assemblyman’s query if JAKIM will approve the vaccine since “it is capable of altering the DNA of a person?” The DNA issue has been addressed above. In addition, I have already stated that JAKIM is part of the Jawatankuasa Khas Jaminan Akses Bekalan Vaksin COVID-19 (JKJAV) which assesses COVID-19 vaccines. Furthermore, Minister in the Prime Minister's Department (Religious Affairs) YB Datuk Seri Dr Zulkifli Mohamad Al-Bakri clarified in Parliament, the Muzakarah (Conference) of the National Fatwa Council will study and deliberate on the matter.

2. The State Assemblyman has also questioned who will be paying for the vaccine. If he read beyond the headlines of the announcement, he would have seen that the Prime Minister has pledged that the Government will fund the public COVID-19 vaccination programme for Malaysians with an initial target of 70% of our population to reach herd immunity. The Malaysian Government has set aside at least RM 3 billion solely for this purpose.

3. The pricing of the Pfizer vaccine is covered by a non-disclosure agreement as each country negotiates directly with the pharmaceutical company. Suffice it to say we are satisfied with the terms and pricing that we have agreed upon. The terms we have reached protect Malaysia’s interests both financially and with regards to the safety of the vaccine.

I can categorically confirm that it is definitely less than the RM100 per dose as assumed by the State Assemblyman.

4. The State Assemblyman also claimed that we are rushing to sign deals with vaccine manufacturers. I can categorically say that this is false. We have been negotiating with vaccine manufacturers since April 2020 when we announced our Science Diplomacy strategy. We are considering all data provided by the companies we are negotiating with in order to make the best, most informed decision. This is just the first of many deals that we are considering. Negotiations are ongoing including with vaccine manufacturers from China (including the manufacturer which the State Assemblyman strongly champions). I would like to emphasise that the vaccines must be deemed safe and efficacious by the National Pharmaceutical Regulatory Agency (NPRA) under MOH before we execute the agreements and begin the vaccination process.

It is important to note that not any one pharmaceutical company will be able to supply vaccines for the entire Malaysian population. This is why the multi-pronged approach to procure a portfolio of vaccines is significant in order to obtain enough doses to meet our herd immunity target of 70% of the population.

5. With regards to the ultra-cold supply chain required; the shipment will be handled and delivered by Pfizer directly.

As for ultra-cold storage, we have ultra-low temperature freezers in universities and research institutes in the country which can be redeployed, if necessary. Pfizer has also shown that the vaccines are stable at 2-8 degree Celsius for five days.

We are also not getting the 12.8 million doses in one shot. They will be staggered throughout the year. Our planning for storage will take the delivery schedule into consideration.

6. MOH’s efforts during the crisis have not only been domestically praised but also internationally recognised. They have been working constantly and consistently to ensure that Malaysians have among the best standards of healthcare in the world. All of us will help where we can.

We are taking a whole-of-government approach to the COVID-19 crisis. It is all hands-on deck. Every one of my Cabinet colleagues is involved in this effort to get us through this pandemic.

On the question as to why I am involved, I co-chair the JKJAV with Health Minister, YB Dato’ Seri Dr Adham Baba. MOSTI is also involved in vaccine negotiations as the ministry in charge of biotechnology. The Malaysia Genome Institute under MOSTI is producing whole genome sequencing and bioinformatics analysis to detect mutations in the genome from COVID-19 samples.

MOSTI is also in the midst of developing a National Vaccine Roadmap. The National Institutes of Biotechnology (NIBM), Malaysia under MOSTI is collaborating with multiple foreign research institutes in vaccine development R&D as well.

I continue to welcome questions and queries on this important national endeavour.

KHAIRY JAMALUDDIN

30 NOVEMBER 2020

https://www.khairykj.com/statements/press-statement-in-reply-to-ronnie-liu

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

สอนเทคนิคการเบื้องต้นของการใช้ for loop เพื่อทำงานซ้ำ ๆ กัน เช่น การบวกเลขคี่ การหาผลรวมของเลขแต่ละหลักของเบอร์โทรศัพท์
ดาวน์โหลดไฟล์ตัวอย่างได้ที่ https://goo.gl/eykCpl
เชิญสมัครเป็นสมาชิกของช่องนี้ได้ที่ ► https://www.youtube.com/subscription_center?add_user=prasertcbs
สอนการเขียนโปรแกรมด้วยภาษา R เบื้องต้น ► https://www.youtube.com/playlist?list=PLoTScYm9O0GF6qjrRuZFSHdnBXD2KVICp
สอนการใช้โปรแกรม R เบื้องต้น ► https://www.youtube.com/playlist?list=PLoTScYm9O0GGSiUGzdWbjxIkZqEO-O6qZ
สอน R สำหรับ Data Science ► https://www.youtube.com/playlist?list=PLoTScYm9O0GGat89RT9NMjW7sqFz84XSk
สอนการสร้างกราฟด้วยโปรแกรม R เบื้องต้น ► https://www.youtube.com/playlist?list=PLoTScYm9O0GEvw9bN_Q8nRdDUPyaSymqM
การสร้างกราฟด้วย ggplot2 ► https://www.youtube.com/playlist?list=PLoTScYm9O0GFEu7flht1Fv_gsT2mizgPW
สอนการใช้ dplyr package ► https://www.youtube.com/playlist?list=PLoTScYm9O0GEsJv4E4QmrBkdyax2IgRQG
สอนการใช้ tidyr package ► https://www.youtube.com/playlist?list=PLoTScYm9O0GFL9f4LpDa0zrh-rqzF3xdN
#prasertcbs #prasertcbs_R #prasertcbs_DataScience

端午節快樂！
六月都過一半了，還沒處理 Google Photos 不再免費支援的這個超頭痛問題嗎？
莫驚莫慌！
身為Google 相簿的瘋狂愛好者重度依賴者，對於 Google Photos這個政策改變，會怎麼處理呢？照片該放去哪呢？
這邊提供三個適合不同人的方法～希望可以幫助到你！

這集會聊到...

💬 Overview 💬
💙 我為什麼那麼愛 Google Photos? 0:12
💙 方法1 - For 有錢的懶人 2:50
💙 方法2 - For 沒錢的懶人 4:30
💙 方法3 - For 自立自強 自生自滅者 7:02
💙 Bonus - For Google 狂愛者 10:15
💙 我會怎麼做? 10:30

🙌🏻 省錢方案 🙌🏻
👍🏻 iDrive 超便宜 雲端儲存空間
https://www.idrive.com/p=untypedcoding

👍🏻 iDrive 天不怕地不怕 超強備份
https://www.idrive.com/bare-metal-recovery?p=untypedcoding

👍🏻 pCloud 超安全 雲端儲存空間
https://partner.pcloud.com/r/46571

👍🏻 免費使用 pCloud Premium 一個月
Gets a Premium account for free for one month
https://www.pcloud.com/welcome-to-pcloud/?discountcode=A3Gr8Jn4dP5sgWCoSlyPUjZV&locationid=1

☁️😶‍🌫️買小雲😶‍🌫️☁️
👍🏻 Western Digital My Cloud Home Duo 12TB(6TBx2) 雲端儲存系統
https://shp.ee/itm4d5x

👍🏻 Western Digital My Cloud Home Duo 4TB(2TBx2) 雲端儲存系統
https://shp.ee/8fgmq3j

☁️😶‍🌫️自己做雲😶‍🌫️☁️
👍🏻 Synology 群暉 入門 NAS 網路儲存伺服器
https://shp.ee/w2icswx

👍🏻 Synology群暉 4Bay NAS 網路儲存伺服器
https://shp.ee/kejk2j2

👍🏻 Synology 群暉 2Bay NAS 網路儲存伺服器
https://shp.ee/96nyezp

👍🏻 Seagate 希捷 4TB NAS 硬碟 IronWolf
https://shp.ee/mbjxcc7

👍🏻 Seagate 希捷 2TB NAS 硬碟 IronWolf
https://shp.ee/u5e6e2v


📢 📣 📢 本頻道影片內容有輸出成 podcast 📢 📣 📢
可以在各大podcast平台搜尋「Untyped 對啊我是工程師」
請大家多多支持呀！！🙏🏻💁🏻‍♀️

#RipGooglePhotos #工程師愛拍照
一定要看到影片最後面並且在「YouTube影片下方」按讚留言訂閱分享唷！

【愛屋及烏】
YouTube 👉 https://www.youtube.com/c/Untyped對啊我是工程師
Podcast 👉 https://open.spotify.com/show/3L5GRMXmq1MRsliQt43oi2?si=3zgvfHlETeuGfp9rIvwTdw
Facebook 臉書粉專 👉 https://www.facebook.com/untyped/
Instagram 👉 https://www.instagram.com/untypedcoding/
合作邀約 👉 untypedcoding@gmail.com
-
Untyped 對啊我是工程師 - There are so many data types in the world of computer science, so are the people who write the code. We aim to UNTYPE the stereotype of engineers and of how coding is only for a certain type of people.
凱心琳: 一個喜歡電腦科學邏輯推理，在科技圈努力為性別平等奮鬥的工程師。

【Disclaimer 聲明】
Some links are affiliated.
上面有些連結是回饋連結，如果你透過這些連結購買商品，我可以得到一些小獎勵，但不會影響到你購買的價格，甚至會是更低的價格！謝謝你的支持💕

การกำหนด locale บนระบบปฏิบัติการ Windows ใน RStudio เพื่อให้แสดงภาษาไทยตอน View dataframe

Sys.setlocale("LC_CTYPE", "Thai") # for Windows only
options(encoding="UTF-8") # Optional (for Windows)

ดาวน์โหลดไฟล์ที่ใช้ในคลิปได้ที่ ► http://bit.ly/2AhUVMW
เชิญสมัครเป็นสมาชิกของช่องนี้ได้ที่ ► https://www.youtube.com/subscription_center?add_user=prasertcbs
สอนการใช้โปรแกรม R เบื้องต้น ► https://www.youtube.com/playlist?list=PLoTScYm9O0GGSiUGzdWbjxIkZqEO-O6qZ
สอนการเขียนโปรแกรมด้วยภาษา R เบื้องต้น ► https://www.youtube.com/playlist?list=PLoTScYm9O0GF6qjrRuZFSHdnBXD2KVICp
สอน R สำหรับ Data Science ► https://www.youtube.com/playlist?list=PLoTScYm9O0GGat89RT9NMjW7sqFz84XSk
สอนการสร้างกราฟด้วยโปรแกรม R เบื้องต้น ► https://www.youtube.com/playlist?list=PLoTScYm9O0GEvw9bN_Q8nRdDUPyaSymqM
การสร้างกราฟด้วย ggplot2 ► https://www.youtube.com/playlist?list=PLoTScYm9O0GFEu7flht1Fv_gsT2mizgPW
สอนการใช้ dplyr package ► https://www.youtube.com/playlist?list=PLoTScYm9O0GEsJv4E4QmrBkdyax2IgRQG
สอนการใช้ tidyr package ► https://www.youtube.com/playlist?list=PLoTScYm9O0GFL9f4LpDa0zrh-rqzF3xdN
#prasertcbs #prasertcbs_R #prasertcbs_DataScience