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Diabetic Mellitus is one of the chronic diseases that affect many people around the globe. The severity of the disease and risk can be greatly reduced if it is predicted in the early stage. The main objective of the proposed model (T2DDP) is to predict type 2 diabetes mellitus and alert the patients well in advance to reduce the risk factor and severity associated with diabetes diseases. We have used supervised classification algorithms such as Naïve Bayes and ensemble algorithms like bagging with random forest and Adaboost for decision tree. The ensemble algorithm is mainly used to improve the performance by combining two or more models; this will aggregate the results of the entire model which can greatly enhance the accuracy and precision of predictions. Through this post, we are trying to build hybrid models that doctors can effectively use to treat diabetic patients. This method helps physicians to quickly group, identify and classify the disease type and manage it accordingly. Finally, the findings of the forecast will be submitted to the patient's cell phone at an early stage to make the immediate decisions about the health risk.

Digital pill is a multichannel sensor that is utilized for wireless biomedical estimations utilizing small scale innovation. This is utilized for the constant estimation parameters, for example, temperature, pH, conductivity and broke up oxygen. The sensors are created utilizing electron shaft and photolithographic design mix. Hardware and smaller than expected mechanical innovation can give get to, break down and control the body from within. Specifically, smart pills for sedate conveyance are a developing innovation; a wide range of ways to deal with nearby medication conveyance have been proposed, including transcutaneous and implantable methods. In any case, swallow capable smart pills for tranquilize conveyance are getting expanding consideration as the oral one is as yet the favored course for sedate organization, because of its high patient acknowledgment and minimal effort. Smart pills for tranquilize conveyance offer various noteworthy open doors for pharmaceutical ventures since they might high patient acknowledgment and minimal effort. Smart pills for tranquilize conveyance offer various critical open doors for pharmaceutical ventures since they might be utilized in a wide scope of uses and empower treatments impractical with traditional methods. The progressions happen in human bodies are observed and sent it to close by screen for specialist checking through wireless.

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