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Weather Data Analysis and Prediction from database 2008 to 2022 by using arima and sarima model we have to predict 2023 temp.
I'm seeking a skilled Data Scientist with extensive experience in data preprocessing, feature selection, and machine learning. Key Requirements: - Data Preprocessing: Utilize various methods to clean and prepare the weather dataset from Pune, Maharashtra, India, covering the years 2008-2022. - Normalization: Transform the data into a normal form. - Feature Selection: Identify and select useful features from the dataset using various methods, including Information Gain, Gain Ratio, Principal Component Analysis, Decision Tree, and Random Forest. - Machine Learning: Apply five different machine learning methods to the dataset. - Parameter Identification: Determine relevant weather parameters using the machine learning models. - Time Series Modeling: Use ARIMA and SARIMA models to predi...