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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.
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
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
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
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
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
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
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.
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
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
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Data Collection
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Data Pre-processing
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
CNN Algorithm / Architecture
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
ReLU Layer
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Pooling Layer
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Drop Out Layer
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Fully Connected Layer
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Softmax Layer
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
Learning Rate effect
By: Jai Mangal Singh
• By: Jai Mangal Singh , Founder & CEO at Redtron (Bangalore) , CTO at Stockity & CTO at Masss Energy
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

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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