🌾 Advanced Analytics Tools Used in Agriculture

Category	Tool	Type	Use in Agriculture
📊 Data Analysis & Statistical	R	Statistical Software	Crop modeling, experimental analysis, yield prediction
	Python	Programming Language	Machine learning, image analysis, automation
	SAS	Statistical Software	Agricultural research data analysis
	SPSS	Statistical Software	Survey data, farm studies
	MATLAB	Analytical Tool	Modeling irrigation, crop simulation
🤖 Machine Learning & AI	TensorFlow	AI Framework	Crop disease detection, yield prediction
	PyTorch	AI Framework	Image-based crop monitoring
	Scikit-learn	ML Library	Predictive analytics, classification
	Keras	Deep Learning Tool	Neural network models for agriculture
	RapidMiner	ML Platform	Farm data mining
🌍 GIS & Remote Sensing	ArcGIS	GIS Tool	Land use mapping, soil analysis
	QGIS	GIS Tool	Crop zoning, spatial analysis
	Google Earth Engine	Cloud GIS	Satellite data analysis
	ENVI	Remote Sensing	Crop health monitoring
	ERDAS Imagine	GIS Tool	Image processing
🚜 Precision Agriculture	GPS	Navigation Tool	Field mapping, tractor guidance
	IoT Sensors	Smart Devices	Soil moisture, temperature monitoring
	Drones	Imaging Tool	Crop surveillance, spraying
	Variable Rate Technology	Automation	Fertilizer/pesticide optimization
📡 Big Data & Cloud	Microsoft Azure	Cloud Platform	Farm analytics, IoT integration
	Amazon Web Services	Cloud Platform	Big data storage & processing
	Google Cloud Platform	Cloud Platform	AI + satellite analytics
	Apache Hadoop	Big Data Tool	Large-scale farm data processing
	Apache Spark	Big Data Tool	Real-time analytics
🌱 Farm Management	FarmLogs	Farm Tool	Field tracking, yield analysis
	Granular	Farm Tool	Decision support
	Ag Leader SMS	Farm Tool	Data mapping
	Trimble Agriculture	Farm Tool	GPS-based farming
📷 Image Processing	OpenCV	Vision Tool	Disease detection, weed identification
	ImageJ	Analysis Tool	Plant growth measurement
	Pix4D	Drone Tool	Field mapping
📈 BI & Visualization	Tableau	BI Tool	Dashboard creation
	Power BI	BI Tool	Farm data visualization
	Google Data Studio	BI Tool	Reporting & dashboards