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SMART HOSPITAL | IoT based smart health monitoring system | Real time responses | Internet Of Things | ESP8266

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SMART HOSPITAL | IoT based smart health monitoring system | Real time responses | Internet Of Things | ESP8266 Problem Statement                                    Our problem statement is now a day many busy people are facing more problems regarding their health due to their busy lives they are not to able to monitor their health condition properly. And they get easily sick or committed to weakness just because they are not able  to update their health and sometimes if we did not mind them then these small diseases can be fatal in the future. So we have to make a system which can help them out to monitor their own health problems and all the received data can be used in the treatment of that individual. Introduction According to our theme i.e. Smart Hospital , we will make our health c...
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DATA Pre-processing for ML in 5 minutes...

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DATA PRE-PROCESSING Suppose, you are a chef and you have to feed three-person, Person A, Person B and Person C. Person A is Vegetarian, B is eggetarian, and C is non-vegetarian. Now, you have a bunch of ingredients, you have to make food for all of them, so you will arrange all the ingredients in all the above three categories as need. This is called Data preprocessing, we prepare it before feeding it to our Machine learning Algorithm.  Image Source: Google Images Why need? When we collect data from other resources, so whole data might be in not a format to insert it in our algorithm. So, we need to make both of them in the same rhythm. That's why we need data pre-processing. How important? Data pre-processing is a basic requirement, before working on it by ML Algorithm. Every algorithm wants a different type of arranged data, which best fit into it. It directly affects the learning capability of Machine, it totally depends on our quality of data, w...
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Concept of Support Vector Regression(SVR) | SVM | Mathematics | Machine Learning

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Concept of Support Vector Regression(SVR) | SVM | Mathematics | Machine Learning SVM stands for Support vectors machine, it is a famous classification and regression algorithm. We will today talk about Support vector regression more. So, let's begin... Look at this graph... Suppose you have to classify the elements, how you will you do? You will do it something like this... Now, let's suppose you have this graph... So, for the separation for this, we don't have any simple line separation method, so we will add one more axis to it i.e. z-axis. From upside, it will look like this... This task which we have done in previous graphs, this is actually SVM does. Support Vector Machine is a supervised machine learning algorithm, which is used for classification and regression challenges. Terminologies: There are a few points to learn before going to further lesson... Hyperplane: This is a line we draw ago for classification of data classes in SVM. And in support vector regression ...
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