MUMBAI, India, Jan. 23 -- Intellectual Property India has published a patent application (202521124577 A) filed by Atul Bhattad; and Koneru Lakshmaiah Education Foundation, Raipur, Chattisgarh, on Dec. 10, 2025, for 'mlc - machine learning console.'
Inventor(s) include Atul Bhattad; J. Suresh Babu; Boddu Rohan; Vellanki Sri Pardhu; Md Sirajunnisa; and Vallabhani Vinay Kumar.
The application for the patent was published on Jan. 23, under issue no. 04/2026.
According to the abstract released by the Intellectual Property India: "A computer-implemented system, "MLC - Machine Learning Console," provides an integrated console for training and testing machine learning models across multiple data modalities (text, image, audio, tabular, video, whisper). The system ingests datasets, validates type, and launches background training with epoch/batch telemetry. Trained models are persisted with feature/target metadata, hyperparameters, and preprocessing details in a JSON manifest colocated with the model file. A synchronization layer maintains consistency between heterogeneous databases (e.g., SQLite backend and MySQL frontend). A schema-aware test interface queries stored metadata to auto-generate input forms and supports single JSON or batch CSV inference. A centralized hyperparameter sanitizer enforces correct types, defaults, and safe ranges for all model families, preventing type-related failures. The system reduces model registry drift, prevents mismatched inputs at inference time, and improves transparency through rich training logs and analytics."
Disclaimer: Curated by HT Syndication.
