Category: Root

Proxy Design Pattern

Ref: Google Proxy Pattern from Wikipedia Class Diagram from Wikipedia If you have access to Linkedin Courses, then the following Videos will be useful https://www.linkedin.com/learning/c-sharp-design-patterns-part-3-2017/proxy-pattern-explained?u=2199673 https://www.linkedin.com/learning/c-sharp-design-patterns-part-3-2017/walk-through-proxy-pattern?autoSkip=true&resume=false&u=2199673

Interesting Data Visualizations:

Interesting Data Visualizations: https://towardsdatascience.com/the-art-of-effective-visualization-of-multi-dimensional-data-6c7202990c57 Building Interactive Dashboards with Jupyter https://blog.dominodatalab.com/interactive-dashboards-in-jupyter Visualization: Mapping Global Earthquake Activity http://introtopython.org/visualization_earthquakes.html Mapping Data in Python with Pandas and Vincent http://wrobstory.github.io/2013/10/mapping-data-python.html Maps in R: Plotting data points on a map http://www.milanor.net/blog/maps-in-r-plotting-data-points-on-a-map/ Installing basemap on Mac / Python https://stackoverflow.com/questions/42299352/installing-basemap-on-mac-python https://stackoverflow.com/questions/21956683/enable-access-control-on-simple-http-server Vincent Repo: https://github.com/wrobstory/vincent_map_data

Advanced Data Visualization Resources (in Python)

Advanced Data Visualization Advanced Data Visualization Data Visualization Misc Data Visualization Misc Data Visualization Misc Repeat of previous topic: see title Basic Charts Resources Basic Charts Resources Basic Charts Resources Basic Charts Resources Basic Charts Resources Basic Charts Resources Network Visualizations Network Visualizations Network Visualizations Network Visualizations GEO VISUALIZATION GEO VISUALIZATION GEO VISUALIZATION Visualization of …

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Idea, Applications, and Research: Multi Armed Bandit in Reinforcement Learning

Ref and Read: https://medium.com/@gridflowai/multi-armed-bandits-an-overview-on-classical-rl-algorithms-9a1e047cd98e https://www.kdnuggets.com/2023/01/introduction-multiarmed-bandit-problems.html Epsilon Greedy: https://medium.com/opex-analytics/multi-armed-bandits-101-6f4ac62b6bd6 https://cxl.com/blog/bandit-tests https://www.geeksforgeeks.org/epsilon-greedy-algorithm-in-reinforcement-learning https://sagemaker-examples.readthedocs.io/en/latest/reinforcement_learning/bandits_statlog_vw_customEnv/bandits_statlog_vw_customEnv.html

Design and Engineering Considerations for API

From the Internet

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

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 …

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How to See Constraints in Oracle SQL Developer

Ref: https://dataedo.com/kb/tools/oracle-sql-developer/view-table-foreign-keys-old Ref: https://stackoverflow.com/questions/1143728/how-can-i-find-which-tables-reference-a-given-table-in-oracle-sql-developer

Joins in Oracle: With Pictures

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