With an ongoing transition from traditional energy sources to renewable energy sources, which inherently are intermittent in nature, the electrical energy storage is becoming more and more important for managing energy production and demand. Due to this, lithium-ion batteries have emerged as the key technologies in the field of energy storages. However, to ensure that adequate safety and better performance, there is a need for health monitoring of the current battery state and parameters such as capacity, state-of-health, remaining useful life. Monitoring SVR Support Vector Regression