MUMBAI, India, Jan. 9 -- Intellectual Property India has published a patent application (202521108355 A) filed by Alpesh Prakash Sonar; and Divyani Alpesh Sonar, Thane, Maharashtra, on Nov. 8, 2025, for 'system and method for automatically generating a configuration for training a machine learning model.'
Inventor(s) include Alpesh Prakash Sonar; and Divyani Alpesh Sonar.
The application for the patent was published on Dec. 12, under issue no. 50/2025.
According to the abstract released by the Intellectual Property India: "The present invention discloses a system (100) for automatically generating a configuration for training a machine learning model. The system (100) comprises at least one processor (102), a memory (104) storing a knowledge base of domain-specific hyperparameter templates, one or more GPUs (106-1, ..., 106-N) providing hardware-accelerated computation, a user interface (108), and a network interface. The processor (102) is configured to retrieve GPU resource information including available memory, compute capability, and bandwidth; obtain dataset metadata and model identifiers; and compute model memory requirements and maximum feasible batch size. Based on these parameters, the processor selects and validates hyperparameter configurations through simulated GPU memory allocation, and automatically applies fallback adjustments to generate an optimized, hardware-aware configuration executable on the available GPUs, thereby enabling efficient, reliable, and adaptive machine learning model training."
Disclaimer: Curated by HT Syndication.
