New Video Book : Learn in One Page : Artificial Intelligence and Water Resource Development

[Mrinmoy Majumder]

Learn in One Page : AI and WRD

Learn about Artificial Neural Networks, the backbone of Artificial Intelligence,in a self-paced manner. Simple and Polynomial Neural Networks were covered with self-explanatory presentations and examples of problems from Water Resources.

The content of the course is as follows:

1. What is Artificial Neural Network(ANN)?
   
   PRE-PROCESSING
   2.Outlier Detection
   3. Trend Detection
   4.Auto and Cross Correlation
   
   PROCESSING
   5. Training Algorithms: Conjugate Gradient Descent and Newton Method
   6. Training Algorithms: Quasi Newton and Levenberg Merquadert
   
   POST-PROCESSING
   7.Performance Metrics
   8. Uncertainty Analysis
   9.Risk Analysis
   
   ADVANCED TOPICS
   10. Advanced ANN: Polynomial Neural Network with the help of Group Method of Data Handling(GMDH)
   11.GMDH
   
   REAL LIFE APPLICATIONS
   12.Example Application in Water Resource Development
   13. No Code Software for ANN Application
   14. Internship Problems
   15.Numerical Problems
   16. Project Ideas

Click here to access the book :

https://open.substack.com/pub/hydrogeek/p/learn-in-one-page-artificial-intelligence?r=c8bxy&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true