Classification of News Articles using Supervised Machine Learning Approach

Today the big challenge for NEWS organization to well organize the news and well categorize the news in automatically no need the data entry people to enter and select the category and then based on the category and its sub-category they will be manually selected and enter the details and then after this the analysis will later on used for different aspects. The news is almost every second used in different sources of media in soft and hard. We use the both sources of the Pakistan News in dual languages English and Urdu both and process them and prepare them for machine learning and based on the Machine learning trained data we build a very effective and efficient model that can predict the title category of the news and category of description of the news. We use different machine learning algorithms and different features extraction finally we build the model using the machine learning algorithm with 89% accuracy with logistic regression.

شیخ احمد سرہندی اور شاہ ولی اللہ بحثیت مجدد تقابلی جائزہ

My Ph.D dissertation is a "Comparative Analysis of Sheikh Ahmed Sarhandi and Shah Waliullah as revivalists". Though much has been written on this topic yet the comparative analysis of both these personalities has never been done before inclusive way with special order. The objective of writing this thesis was to expose the services of the families of Sheikh Ahmed Sarhandi and Shah Waliullah for the cause of Islam. I have categorized my thesis into six chapters. The first chapter includes revivalism and its history. The second chapter is entitled as The Torch-Bearers of the movement of the revival of the Region. This chapter covers the life span of Sheik Ahmed Sarhandi and biography of Shah Waliullah. The third chapter presents the back-ground of the reformative achievements. The forth chapter covers the reformative and the revivalistic achievements. This chapter has further been distributed in three sections. This chapter vividly describes those revivalistic endeavors which made them Revivalists. The fifth chapter is about the spread and perfection of the revivalistic task. The first section comprises the revivalistic endeavors of the successors of Sheikh Ahmed Sarhandi whereas, the achievements of the successors of Shah Waliullah have been discussed in the second section. The sixth chapter presents in the comparative analysis of Sheikh Ahmed Sarhandi and Shah Waliullah as revivalists. In the beginning of the chapter, the meaning of comparative analysis, its beginning, significance and the rules and the regulations have been discussed. After that, the comparative analysis has been presented under different headings. In the last portion of the chapter, the allegations put against these personalities and their impacts have been described and it has been demonstrated who actually are revivalists and how their thought - provoking teachings can be helpful in today's age of turmoil. At the end of thesis, the out come of the research, suggestions, punctuation and references have been mentioned.