Tailored Fertilizer Advisory Tool

Tailored fertilizer advisor tool

Please set the threshold value in the fist cell of the file "3-Code-Python-Deep-Learning.ipynb"

Please install Python dependences for these libraries

import numpy as np

import pandas as pd

from sklearn.preprocessing import LabelEncoder

import matplotlib.pyplot as plt

import descartes

import geopandas as gpd

from shapely.geometry import Point, Polygon

from latlon_utils import get_country, get_climate

import tensorflow as tf

from tensorflow import keras

from tensorflow.keras import layers

from keras.callbacks import ModelCheckpoint, EarlyStopping

from keras.layers import Dense, Input, Dropout, MaxPooling1D

from sklearn.metrics import mean_squared_error

from keras.models import Sequential

from keras.optimizers import Nadam

import geopandas as gpd

import plotly.express as px

from folium import plugins

import folium

And install R langauge dependeces for:

library(ggplot2)

library(randomForest)

library(caTools)

library(randomForest)

library(e1071)

library(caret)

library(rpart)

library(corrplot)