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What do you mean by Features?

              Each column in the table represents a feature. In the table below, each dataset category is a feature, for example,
              Sedan, Silver, 12 Lac.

                                                                Features


                                                    Car Type    Colour Price
                                                    Sedan       Silver   12 Lac
                                                    MUV         Black    17 Lac
                                                    SUV         Red      30 Lac


              What are Labels?

              The process of assigning a meaningful name to a category of data (features) is known as data labelling. It can easily
              be identified as column heading. These labels help to clarify what the data represents. For example, 'Car Type'
              indicates the category to which a car belongs, such as Sedan, MUV, or SUV.

                                                                  Labels

                                                      Car Type    Colour Price

                                                      Sedan       Silver   12 Lac
                                                      MUV         Black    17 Lac
                                                      SUV         Red      30 Lac
              Labelled Data

              Marked or tagged data, which easily identifiable is called labelled data. For example, name, type, colour, etc.
              Unlabelled Data


              Data that is not marked/tagged is called unlabelled data. It is also known as the raw form of data.
                                            Labelled Data         Unlabelled Data




                                        Apple  Orange   Banana
              What do you mean by a Training Dataset?

              A collection of data provided to a machine learning model to help it analyse and learn patterns is called training
              data. Just like how a teacher explains any concept to students through examples and illustrations, helping them
              understand and solve similar problems. Similarly, a set of labelled data (features and their corresponding labels) is
              used to train the AI model, teaching it how to make accurate predictions or decisions.
              What do you mean by a Testing Dataset?

              The testing data set is a collection of data provided to a machine learning model to evaluate how well it has
              learned to make predictions. Just like how a teacher gives a test to students after teaching a concept to assess their
              understanding and identify any gaps. Similarly, a set of labelled data that the model has not seen before is used to
              test its performance, ensuring it can make accurate predictions or decisions on new, unseen data.





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