Integrating Machine Learning Models for Linear and Exponential Regression to Predict Wheat Area, Productivity and Population
Muhammad Islam1,4*, Farrukh Shehzad1, Muhammad Omar2, Abdul Qayyum3 and Rabia Siddiqui4
1Department of Statistics, The Islamia University of Bahawalpur, Punjab, Pakistan; 2Department of Computer Science, The Islamia University of Bahawalpur, Pakistan; 3Director of Agriculture, Crop Reporting Service, Government of the Punjab, Pakistan; 4Crop Reporting Service, Government of the Punjab, Pakistan.
*Correspondence | Muhammad Islam, Department of Statistics, The Islamia University of Bahawalpur, Punjab, Pakistan; Email:
[email protected]
Figure 1:
Machine learning algorithms flowchart.
Figure 2:
Learning curves for wheat area.
Figure 3:
Learning curves for wheat yield.
Figure 4:
Learning curves for population.
Figure 5:
Gap analysis for wheat area, yield and population explosion.