Handle missing values in ML

https://towardsdatascience.com/how-to-handle-missing-data-8646b18db0d4

VA vs. W

VA คือกำลังไฟสกปรก + กำลังไฟสะอาด (W)

Rapid miner deep learning with Keras extension

https://rapidminer.com/resource/state-deep-learning/

expert system vs. recommendation system

ES ไม่จำเป็นต้องฟันธงด้วยการให้เพียงคำตอบเดียวเป็นผลลัพธ์อาจจะให้ผลลัพธ์ที่ประกอบไปด้วยหลายคำตอบก็ได้เช่นระบบแนะนำท่าออกกำลังกาย สิ่งสำคัญคือ ESสร้างขึ้นมาจากองค์ความรู้ของผู้เชี่ยวชาญ ในขณะที่ RS สร้างขึ้นมาจากความชอบหรือการทำเรตติ้งของผู้ใช้ด้วยกันเองซึ่งมักให้ผลลัพธ์เป็นชุดตัวเลือก

What are editors and reviewers looking for?

During the peer review process, editors, and reviewers look for:

• Scope: Is the article appropriate for this publication?
• Novelty: Is this original material distinct from previous publications?
• Validity: Is the study well designed and executed?
• Data: Are the data reported, analyzed, and interpreted correctly?
• Clarity: Are the ideas expressed clearly, concisely, and logically?
• Compliance: Are all ethical and journal requirements met?
• Advancement: Is this a significant contribution to the field?

https://journals.ieeeauthorcenter.ieee.org/submit-your-article-for-peer-review/about-the-peer-review-process/

creative+constructive vs. creative+destructive

Bug tracker

Bug tracking system is a web-based system for recording found bugs.

https://www.youtube.com/watch?v=JBNwYORpBk4&list=PLd43cTxFZWlflQiIdhCNcxJ0XFEouK-Bi&index=3

https://welovebug.com/2-open-source-bug-tracking-systems-%E0%B8%82%E0%B8%AD%E0%B8%87%E0%B8%89%E0%B8%B1%E0%B8%99-%E0%B8%95%E0%B8%AD%E0%B8%99%E0%B8%97%E0%B8%B5%E0%B9%88-1-702804465423

การยกเว้นวีซ่าให้ต่างชาติที่เข้าไทย

http://www.consular.go.th/main/contents/filemanager/VISA/Visa%20Thai/THA.pdf

กฎหมายดิจิทัลต่างๆ

https://ictlawcenter.etda.or.th/de_laws

business canvas

https://www.marketingoops.com/news/biz-news/business-model-canvas/

Jupyter notebook on Cloud

https://colab.research.google.com/notebooks/welcome.ipynb

ML tutorial

https://developers.google.com/machine-learning/crash-course/ml-intro

https://github.com/lipiji/JRNN/blob/master/doc/lstm-gru.png

https://towardsdatascience.com/the-deep-learning-ai-dictionary-ade421df39e4

http://dataminingtrend.com/2014/

Referenced papers:
http://keras.io/layers/recurrent/

พยากรณ์หุ้นไม่แม่นด้วย lstm
https://medium.com/@witchapongdaroontham/%E0%B8%A1%E0%B8%B2%E0%B8%A5%E0%B8%AD%E0%B8%87-forecast-%E0%B8%A3%E0%B8%B2%E0%B8%84%E0%B8%B2%E0%B8%AB%E0%B8%B8%E0%B9%89%E0%B8%99%E0%B9%81%E0%B8%9A%E0%B8%9A%E0%B8%87%E0%B9%88%E0%B8%B2%E0%B8%A2%E0%B9%86-%E0%B8%94%E0%B9%89%E0%B8%A7%E0%B8%A2-deep-learning-lstm-python-305c480db223

Online courses

https://www.edx.org/

https://www.edx.org/course/subject/computer-science

https://cloudacademy.com/blog/amazon-ebs-shink-volume/

https://aws.amazon.com/th/training/course-descriptions/

https://space.cbs.chula.ac.th/signup/

https://mooc.chula.ac.th/courses

https://kubernetes.academy/

Uninet NOC

http://webapp.uni.net.th/UniNet/network_map_trafficall.php

Real time

1. Hard real time : all deadlines are met. missing only one deadline is overall system failure.
2. Soft real time : subset of deadlines are met. missing some deadlines is output quality degradation. guarantees maximum delays from deadlines
3. Near real time : deadlines are almost met. time delays are introduced. this is actually similar to but not the same as soft real time as near real time does not guarantees max delays.
4. Best effort : deadlines are far to be met.

Hard & soft real time : https://users.ece.cmu.edu/~koopman/des_s99/real_time/

The deadlines above are in milliseconds or microseconds.

Beyond realtime is live. (cf. wiki realtime computing)

SAML

Security Assertion Markup Language enables federated identity & SSO.

https://www.varonis.com/blog/what-is-saml/

Multi tier architecture

ประกอบด้วย 4 tiers:

client (web browser) <=> web server <=> application server (web service) <=> DB server

php running on web server สามารถเรียกใช้ web service ผ่าน PHP curl (client url) function (https://www.php.net/manual/en/book.curl.php)