Hass avocados, a Mexico based company produces a variety of Avocados which are sold in the US. They have been having good success for the past several years and want to expand. For this, they want to build and assess a plausible model to predict the average price of Hass avocado to consider the expansion of different types of Avocado farms that are available for growing in other regions.
Forecast the prices of Avocado in the US
Some relevant columns in the dataset:
Date- The date of the observationAveragePrice- the average price of a single avocadotype- conventional or organicyear- the yearRegion- the city or region of the observationTotal Volume- Total number of avocados sold4046- Total number of avocados with PLU 4046 sold4225- Total number of avocados with PLU 4225 sold4770- Total number of avocados with PLU 4770 soldTotal Bags- Total number of bags soldSmall/Large/XLarge Bags- Total bags sold by size
- Data Preprocessing
- Exploratory Data Analysis
- Feature Engineering
- Model Building
- Model Evaluation