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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.

Weather Prediction
// 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

Specifications

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

Features

  • 01Custom hardware weather analysis devices for environmental data collection
  • 02Sensor data ingestion pipeline with real-time telemetry and time-series storage
  • 03ML prediction models: LSTM, GRU, and Transformer-based architectures
  • 04Feature engineering from raw sensor streams: rolling statistics, lag features, seasonal decomposition
  • 05Integration with IMD's existing infrastructure and data formats
  • 06Government-grade reliability, uptime, and accuracy requirements
// tech stack

Tech Stack

PythonTensorFlowLSTMIoT SensorsTime SeriesPandas

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