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Fake news Prediction with NLP

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by vssanjaybabu dot icon Updated: Aug 5, 2022

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The following kit demonstrates how I used the NLP packages to carry the prediction with the news generated daily. In our day-to-day life, We hear a lot of news but may not be sure whether it's genuine or fake. Based on my model you can predict the news whether real or fake giving the high volume of data in a much shorter period of time. All you need is a High volume of Data that is classified into real or fake

Data Analysis

For Exploratory Data Analysis

PythonDataScienceHandbookby jakevdp

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Python Data Science Handbook: full text in Jupyter Notebooks

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            PythonDataScienceHandbookby jakevdp

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            Python Data Science Handbook: full text in Jupyter Notebooks
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                      The fundamental package for scientific computing with Python.

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                                          pandasby pandas-dev

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                                          Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

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                                                    pandasby pandas-dev

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                                                    Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
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                                                              Visualization

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                                                              matplotlib: plotting with Python

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                                                                        matplotlib: plotting with Python
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                                                                                  seabornby mwaskom

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                                                                                  Statistical data visualization in Python

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                                                                                            seabornby mwaskom

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                                                                                            Statistical data visualization in Python
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                                                                                                                                              24-Hour-AI-Challengeby Aristophanes26

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                                                                                                                                              This is a new code other that what was provided. This code has much better accuracy when working with huge amount of data.

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                                                                                                                                                        24-Hour-AI-Challengeby Aristophanes26

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                                                                                                                                                        This is a new code other that what was provided. This code has much better accuracy when working with huge amount of data.
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                                                                                                                                                                  Deployment Information

                                                                                                                                                                  All the solutions are available in the notebook. For the dataset kindly visit https://www.kaggle.com/clmentbisaillon/fake-and-real-news-dataset

                                                                                                                                                                  Just click on run all in the notebook. If you run into any issues please let me know.

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