A Machine Learning–Based System and Method for Intelligent Data-Driven Decision Optimization
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₹7,999
Patent type
Utility Patent
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India
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Patent details
The present invention discloses a machine learning–based system and method for intelligent data-driven decision optimization designed to enhance the accuracy, efficiency, and adaptability of decision-making processes across diverse application domains. The system integrates a data acquisition module configured to collect real-time and historical data from heterogeneous sources, a preprocessing module for data cleaning and feature extraction, and a machine learning engine capable of generating predictive and analytical insights using supervised, unsupervised, and reinforcement learning techniques.
An optimization module is employed to evaluate multiple decision alternatives based on defined objectives and constraints, thereby identifying optimal or near-optimal decisions. The invention further incorporates a feedback and continuous learning mechanism that updates model parameters based on observed outcomes, enabling dynamic adaptation to changing environments. A user interface module facilitates visualization, monitoring, and interaction with the system outputs.
The proposed system reduces human bias, improves decision accuracy, and supports scalable deployment in domains including healthcare, finance, industrial automation, and smart systems. The invention provides a robust framework for automated, adaptive, and intelligent decision optimization using advanced machine learning methodologies.