NPTEL : NOC:Machine Learning for Soil and Crop Management (Agriculture)

Co-ordinators : Prof. Somsubhra Chakraborty


Lecture 1 - General Overview of ML and DL Applications in Agriculture

Lecture 2 - General Overview of ML and DL Applications in Agriculture (Continued...)

Lecture 3 - General Overview of ML and DL Applications in Agriculture (Continued...)

Lecture 4 - General Overview of ML and DL Applications in Agriculture (Continued...)

Lecture 5 - General Overview of ML and DL Applications in Agriculture (Continued...)

Lecture 6 - Basics of Multivariate Data Analytics

Lecture 7 - Basics of Multivariate Data Analytics (Continued...)

Lecture 8 - Basics of Multivariate Data Analytics (Continued...)

Lecture 9 - Basics of Multivariate Data Analytics (Continued...)

Lecture 10 - Basics of Multivariate Data Analytics (Continued...)

Lecture 11 - Principal Component Analysis and Regression Applications in Agriculture

Lecture 12 - Principal Component Analysis and Regression Applications in Agriculture (Continued...)

Lecture 13 - Principal Component Analysis and Regression Applications in Agriculture (Continued...)

Lecture 14 - Principal Component Analysis and Regression Applications in Agriculture (Continued...)

Lecture 15 - Principal Component Analysis and Regression Applications in Agriculture (Continued...)

Lecture 16 - Applications of Classification and Clustering Methods in Agriculture

Lecture 17 - Applications of Classification and Clustering Methods in Agriculture (Continued...)

Lecture 18 - Applications of Classification and Clustering Methods in Agriculture (Continued...)

Lecture 19 - Applications of Classification and Clustering Methods in Agriculture (Continued...)

Lecture 20 - Applications of Classification and Clustering Methods in Agriculture (Continued...)

Lecture 21 - Diffuse Reflectance Spectroscopy: Basics and Applications for Crop and Soil

Lecture 22 - Diffuse Reflectance Spectroscopy: Basics and Applications for Crop and Soil (Continued...)

Lecture 23 - Diffuse Reflectance Spectroscopy: Basics and Applications for Crop and Soil (Continued...)

Lecture 24 - Diffuse Reflectance Spectroscopy: Basics and Applications for Crop and Soil (Continued...)

Lecture 25 - Diffuse Reflectance Spectroscopy: Basics and Applications for Crop and Soil (Continued...)

Lecture 26 - Use of ML for Portable Proximal Soil and Crop Sensors

Lecture 27 - Use of ML for Portable Proximal Soil and Crop Sensors (Continued...)

Lecture 28 - Use of ML for Portable Proximal Soil and Crop Sensors (Continued...)

Lecture 29 - Use of ML for Portable Proximal Soil and Crop Sensors (Continued...)

Lecture 30 - Use of ML for Portable Proximal Soil and Crop Sensors (Continued...)

Lecture 31 - ML and DL for Soil and Crop Image Processing

Lecture 32 - ML and DL for Soil and Crop Image Processing (Continued...)

Lecture 33 - ML and DL for Soil and Crop Image Processing (Continued...)

Lecture 34 - ML and DL for Soil and Crop Image Processing (Continued...)

Lecture 35 - ML and DL for Soil and Crop Image Processing (Continued...)

Lecture 36 - UAV and ML Applications in Agriculture

Lecture 37 - UAV and ML Applications in Agriculture (Continued...)

Lecture 38 - UAV and ML Applications in Agriculture (Continued...)

Lecture 39 - UAV and ML Applications in Agriculture (Continued...)

Lecture 40 - UAV and ML Applications in Agriculture (Continued...)

Lecture 41 - Hyperspectral Remote Sensing and ML Applications in Agriculture

Lecture 42 - Hyperspectral Remote Sensing and ML Applications in Agriculture (Continued...)

Lecture 43 - Hyperspectral Remote Sensing and ML Applications in Agriculture (Continued...)

Lecture 44 - Hyperspectral Remote Sensing and ML Applications in Agriculture (Continued...)

Lecture 45 - Hyperspectral Remote Sensing and ML Applications in Agriculture (Continued...)

Lecture 46 - Digital Soil Mapping - General Overview

Lecture 47 - Digital Soil Mapping - General Overview (Continued...)

Lecture 48 - Digital Soil Mapping - General Overview (Continued...)

Lecture 49 - Digital Soil Mapping - General Overview (Continued...)

Lecture 50 - Digital Soil Mapping - General Overview (Continued...)

Lecture 51 - Digital Soil Mapping With Continuous Variables

Lecture 52 - Digital Soil Mapping With Continuous Variables (Continued...)

Lecture 53 - Digital Soil Mapping With Continuous Variables (Continued...)

Lecture 54 - Digital Soil Mapping With Continuous Variables (Continued...)

Lecture 55 - Digital Soil Mapping With Continuous Variables (Continued...)

Lecture 56 - Digital Soil Mapping With Categorical Variables

Lecture 57 - Digital Soil Mapping With Categorical Variables (Continued...)

Lecture 58 - Digital Soil Mapping With Categorical Variables (Continued...)

Lecture 59 - Digital Soil Mapping With Categorical Variables (Continued...)

Lecture 60 - Digital Soil Mapping With Categorical Variables (Continued...)