Telangana is the twelfth maximum populous country in India in phrases of populace. Single-own circle of relative’s houses are maximum typically called houses or houses. An condominium residence with a couple of housing devices is referred to as a two-own circle of relatives’ residence or an condominium residence. Mansion is a resident-owned, non-condo condominium. The production area is of specific significance nowadays because of India's young populace and the resultant boom in housing demand. Land costs are skyrocketing because of growing housing demand. As a result, fabric costs also are growing. Limited homes and residing areas must additionally be considered. Every day, significant fee will increase because of inflation are impacting extra production costs. Optimization strategies are presently achieved with the aid of using fixing complicated mathematical necessary and differential equations. Structure weight-based optimization has many realistic benefits in all regions of the technology. In the sphere of civil engineering, weight-optimized additives are less expensive and clean to move to production sites. In this study, gadget studying optimizations have been advanced to optimize the load of the rebar taking into consideration factors of shape, size, and topology. This studies paper introduces gadget studying (ML) to optimize the price of designing and building the constructing potential of a specific home. Machine studying (ML) makes use of operations that mimic herbal evolutionary operations consisting of reproduction, crossover, and mutation to progressively enhance the answer of next populations and bring advanced progeny growth. Global seek method. In this work, a pc software has been advanced to boost the layout of strengthened concrete homes at minimum price. The plan consists of the appearance of the (ML) layout and the readiness of the goal feature. Then, with numerous constraints applied, the changed goal feature arrives. This will calculate the changed price of the required fabric. Concrete and reinforcement, and parametric studies are managed