From the Internet
Dec 27
Reinforcement Learning Problem
Ref: https://www.cs.toronto.edu/~jlucas/teaching/csc411/lectures/lec21_22_handout.pdf
Formulate:
Read more from: https://www.cs.toronto.edu/~jlucas/teaching/csc411/lectures/lec21_22_handout.pdf
What is a Policy (Deterministic Policy, Stochastic Policy)
What is a Value Function
What is a Model? What is Model Free. Markov Property for Model
MDP Problems
Exploration and Exploitation
Bellman Equations
Q-Learning
Function Approximation for Large State Spaces
Dec 27
Topics: Reinforcement Learning (Interactive Learning in Decision Processes):
What is: Reinforcement Learning (Interactive Learning in Decision Processes)?
— Is there a way to learn by interacting
— i.e. interact have experience and use the experience to learn (predict the future)
— Interact to explore and utilize what makes learning (goal/outcome) enhanced
— The computation approach of this method is Reinforcement Learning (Interactive Learning in Decision Processes)?
— it is a goal oriented learning from interactions
— it has it’s root in Markov decision process (MDP)
— Markov decision process (MDP) is a model for sequential decision making when outcomes are uncertain.[1] [Wikipedia]
Reinforcement Learning (Interactive Learning in Decision Processes) Involves:
Markov decision processes
Dynamic Programming
Monte Carlo methods
Temporal-difference learning
Function approximation methods
Monte Carlo methods
Solves problems with repeated random sampling.
Temporal-difference learning: combination of the Monte Carlo (MC) method and the Dynamic Programming (DP) method.
Function approximation methods
Dec 25
Oracle SQL Developer
From Google (Internet)
https://www.oracle.com/ca-en/database/sqldeveloper
pen-source tools for your Oracle Database setup?
https://www.simplyblock.io/blog/best-open-source-tools-for-oracle-database
Dec 24
VPN (Remote Access VPN)
The Top 11 Enterprise VPN Solutions Include:
- 1. Twingate
- 2. Check Point SASE
- 3. NordLayer
- 4. OpenVPN Access Server
- 5. Cisco AnyConnect
- 6. Citrix Secure Private Access
- 7. Fortinet FortiClient
- 8. Google Cloud VPN
- 9. Palo Alto Networks GlobalProtect
- 10. SonicWall Global VPN Client
- 11. Zscaler Private Access
Dec 23
yum upgrade and yum update
“yum upgrade and yum update will perform the same function that update to the latest current version of package. But the difference is Upgrade will delete obsolete packages, while update will preserve them.Jul 3, 2014”
https://unix.stackexchange.com/questions/55777/in-centos-what-is-the-difference-between-yum-update-and-yum-upgrade
3.3. UPDATING PACKAGES FROM THE COMMAND LINE WITH YUM
https://access.redhat.com/documentation/en-us/red_hat_network_satellite/5.5/html/reference_guide/sect-reference_guide-package_updater-updating_packages_from_the_command_line_with_yum
yum install package_name
yum update package_name
yum check-update
yum remove package_name
yum provides package_name
yum search keyword
yum localinstall absolute path to filename
Reference: the above link
Dec 23
Check if your yum server is working or not
Check if your yum server is working or not
yum repolist
yum install tree
yum repolist enabled
yum repolist all
Dec 23
Let FTP work through Firewall
Let FTP work through Firewall
firewall-cmd –add-service=vsftpd –perm
firewall-cmd –add-service=ftp –perm
systemctl reload firewalld
systemctl start firewalld
systemctl enable firewalld
vi /etc/yum.repos.d/local.repo
