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FD-RIS-MACHINE LEARNING

 1.  SIMULATION CODES-ML

How to know your ARC is valid or not?

 Hello everyone,  This post is meant to the one  who is in  a dilemma whether there ARC is valid or not when they are back to there home country for a longer period of time and wants to be back again to foreign. In general, if a person leaves to home country for a long period,  National Immigration office may revoke the ARC.  Steps to check: 1. Click on the link:  https://icinfo.immigration.gov.tw/NIL_WEB/NFCData.aspx?ccms_cs=1&fbclid=IwAR3V6B39MpGctEZ8mlk7_sVfs0FaaV-sx7mcF750W29bp0CBCFed52s3FNk#MyAnchor 2. Try to enter your details like ARC number, date of issue, date of expiry and bar code number. 3. Enter the Captcha. 4. If you get your photo, then it is valid. Thanks for reading.... Let me know in the comments for any queries....

Full procedure for Driving license application in TAIWAN:

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 Hello everyone, Here is the full description and step wise process to apply and prepare for DRIVING LICENSE IN TAIWAN.   Preparation time : One month for me.  Note: It differs from person to person. If you have driving practice, it takes one month. If you don't have driving experience, it may take 2 months. One month to drive confidently and one month to prepare for test.  I'm from Kaohsiung. Hence, most of all the location details are nearest to my place. There are two tests to pass if you need to get Driving license. 1) PEN TEST OR WRITTEN TEST, 2) ROAD TEST OR DRIVING TEST. STEP BY STEP PROCESS: Step 1: Book a slot for Driving license on this portal given below:  Registration link to book a slot or apply DL Note: You have to book a slot within a month to take test now. i) Select English (on the top left to view the whole page in English) or right click and select translate in English. ii) Click on "Query session search". iii) Check the available numb...

Apply Masters and Ph.D program in foreign universities.

Hello everyone,  Hope you are doing great! Here is the process and required documents to apply masters and Ph.D program in NSYSU Taiwan. Step 1: Get details about the professors in the related field of interest, university and country. Step 2: Mail the professor providing the highlights about yours skill and project details and asking for vacancies. Note; Recommendations works well and guarantee your seat in most of the cases. Here is an example : Subject: " Prospective  Ph.D student fall 2021 - Need information on research opportunities". Hello Dr ........, Hope you are doing well. I'm currently pursuing Masters in Communication system Engineering with a  first-class from ........... I'm looking to apply for the Ph.D. program at ....................... University for fall 2021. I have read your article "...................." and really liked your work. I'm currently working in a similar area with a research project related to ".....................

ELTA Application Procedure:

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Here are the complete details to apply to  English Language Teaching Assistant (ELTA) program. Few facts to know about ELTA  : 1. It is e stablished in 2021 has been funded by the Ministry of Education. 2.  The goal of the ELTA program is to recruit part-time quality English teaching assistants to provide a rich and diverse English learning environment for students in Taiwan’s public elementary and junior high schools. 3.  The ultimate goal of this program is to offer Taiwanese students the opportunities to improve their English language skills and global awareness in an enriched and immersive environment by recruiting foreign ELTAs. Who can appl y : A ny graduate student (Foreigners i.e other than Taiwanese). What are the documents required  :  1. ARC, 2. Student ID card, 3. Work permit( get it from OIA), 4. Criminal record (get it from nearest police station. NSYSU students can get it from the city council police station), 5. Auto-biography (Just type 50...

Machine learning documents

DDPG explanation: Blog:   https://towardsdatascience.com/deep-deterministic-policy-gradients-explained-2d94655a9b7b Paper:   1. An Autonomous Path Planning Model for Unmanned Ships Based on Deep Reinforcement Learning 2. https://www.sciencedirect.com/science/article/pii/S187449072100118X Youtube:   Everything You Need to Know About Deep Deterministic Policy Gradients (DDPG) | Tensorflow 2 Tutorial - YouTube IRS-UAV PAPER:  [2105.14142] Reconfigurable Intelligent Surface-assisted Multi-UAV Networks: Efficient Resource Allocation with Deep Reinforcement Learning (arxiv.org) Codes: Different algorithms and their comparative results 1.   https://github.com/sweetice/Deep-reinforcement-learning-with-pytorch 2.  Deep-Reinforcement-Learning-for-Intelligent-reflecting-Surfaces/DRL_for_IRS.ipynb at main · chestapahuja/Deep-Reinforcement-Learning-for-Intelligent-reflecting-Surfaces · GitHub 3.  GitHub - swordest/mec_drl: Deep reinforcement learning for mobil...

Cell-free-MIMO

 Source codes:  https://cell-free.blogspot.com/p/source-codes.html https://www.researchgate.net/publication/257467013_Matlab_code_for_Massive_MIMO_and_Small_Cells_Improving_Energy_Efficiency_by_Optimal_Soft-Cell_Coordination