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Weather Prediction
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Weather Prediction

Weather analysis devices and ML-based prediction algorithms built for the Indian Meteorological Department for real-time forecasting and environmental data processing.

Overview

Developed weather analysis devices and prediction algorithms for the Indian Meteorological Department (IMD). The system combines hardware sensor data acquisition with machine learning models for accurate weather prediction at the departmental level.

Specs

ClientIMD, Ministry of Earth Sciences
ModelsLSTM, GRU, Transformer-based architectures
HardwareCustom weather analysis devices
StackPython, TensorFlow, IoT Sensors

Features

  • Custom hardware weather analysis devices for environmental data collection
  • Sensor data ingestion pipeline with real-time telemetry and time-series storage
  • ML prediction models: LSTM, GRU, and Transformer-based architectures
  • Feature engineering from raw sensor streams: rolling statistics, lag features, seasonal decomposition
  • Integration with IMD's existing infrastructure and data formats
  • Government-grade reliability, uptime, and accuracy requirements

Tech Stack

PythonTensorFlowLSTMIoT SensorsTime SeriesPandas

Interested in Weather Prediction?

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