Day 18 machine learning, artificial intelligene (ai) and its use in agriculture
1. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Machine learning, Artificial intelligence (AI)
and its use in agricultural engineering
Agricultural Training Institute, Ahmednagar.
2. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
MATLAB is an integrated technical computing environment that combines
numeric computation, advanced graphics and visualization, and a high-level
programming language. …..The MathWorks, Inc.
What is MATLAB, Why MATLAB
3. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
• Fundamentals and Introduction to MATLAB Environment.
• Fundamental concept of Machine Learning elements .
• Understand key component of MATLAB for ML development .
• Understand all different types of Machine learning based algorithm.
Today’s Session Agenda
4. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
5. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
6. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Menu Bar and Tool Bar
Current Folder Directory
Function Description Window
Command Terminal
for code Execution
Workspace Area
Show variables in RAM
7. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
8. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Where we use Machine /Deep Learning
9. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
What is Machine Learning ?
Machine learning teaches computers to do what comes naturally to humans
and animals: learn from experience. Machine learning algorithms use
computational method to “ learn” information directly from data without
relying on a predetermined equation as a model.
10. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
11. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
12. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
13. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
14. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
15. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
16. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
17. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Procedure
1. Collect Data
2. Create the Network
3. Configure the Network
4. Initialize the weights and biases
5. Train the Network
6. Validate the Network
7. Use the Network
18. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
19. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
20. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
21. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
22. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
23. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
24. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Data Collection
25. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Data Pre-processing
26. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
27. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
28. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
29. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
30. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
31. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
CNN Algorithm / Architecture
32. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
33. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
ReLU Layer
34. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
35. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Pooling Layer
36. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Drop Out Layer
37. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Fully Connected Layer
38. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Softmax Layer
39. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
40. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Learning Rate effect
41. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
42. By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Thank you
www.redtron.org
https://www.facebook.com/MatlabSimulinkR20
https://www.linkedin.com/in/jai-mangal-singh-a0bb544a
Email: jaimangalsci@gmail.com