Weather Forecasting Using Machine Learning Techniques

6 Pages Posted: 7 May 2019

See all articles by Siddharth Singh

Siddharth Singh

Kamla Nehru Institute of Technology

Mayank Kaushik

Kamla Nehru Institute of Technology

Ambuj Gupta

Kamla Nehru Institute of Technology

Anil Kumar Malviya

Kamla Nehru Institute of Technology

Date Written: March 11, 2019

Abstract

This paper explores three machine learning models for weather prediction namely Support Vector Machine (SVM), Artificial Neural Network(ANN) and a Time Series based Recurrent Neural Network (RNN). It also discussed the steps followed to achieve results. RNN using time series along with a linear SVC and a five-layered neural network is used to predict the weather. The results of these models are analyzed and compared on the basis of Root Mean Squared Error between the predicted and actual values. For weather Forecasting, this paper uses Pandas, NumPy, Keras, Git, Matplotlib, TensorFlow, Anaconda and Google Cloud Services. It is found that Time Series based RNN does the best job of predicting the weather

Keywords: Machine Learning, Weather Forecasting, Artificial Neural Network, Time Series Analysis using Recurrent Neural Network, Support Vector Machine. Time Series Analysis

Suggested Citation

Singh, Siddharth and Kaushik, Mayank and Gupta, Ambuj and Malviya, Anil Kumar, Weather Forecasting Using Machine Learning Techniques (March 11, 2019). Proceedings of 2nd International Conference on Advanced Computing and Software Engineering (ICACSE) 2019. Available at SSRN: https://ssrn.com/abstract=3350281 or http://dx.doi.org/10.2139/ssrn.3350281

Siddharth Singh (Contact Author)

Kamla Nehru Institute of Technology ( email )

SULTANPUR
UTTAR PRADESH
SULTANPUR
India

Mayank Kaushik

Kamla Nehru Institute of Technology ( email )

SULTANPUR
UTTAR PRADESH
SULTANPUR
India

Ambuj Gupta

Kamla Nehru Institute of Technology ( email )

SULTANPUR
UTTAR PRADESH
SULTANPUR
India

Anil Kumar Malviya

Kamla Nehru Institute of Technology ( email )

SULTANPUR
UTTAR PRADESH
SULTANPUR
India

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