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Sometimes in some educational institutions they use handbooks in the learning process, but it is different in MA SA Darul istqamah, handbooks are only available for teachers. From this statement, the researcher concludes that the media has an important role in learning, so the researcher wants to know how the implementation of media, especially audio lingual media, in increasing maharah istima' at the institution.This study uses a qualitative research type using a descriptive approach. About the results of the study of the implementation of audio lingual media in increasing the special mahrah of class XI science students at MA SA Darul Istiqamah Woro Kepohbaru. In collecting the data, the researcher used observation and interview techniques, including interviews with the teacher in charge of the subject. And researchers used data analysis that was carried out continuously during the research process by reducing data, presenting data, and drawing conclusions.According to the observations that the researchers got, there are several kinds of media used in learning. Especially for istima' skills in Arabic the teacher gives an incomplete text, and later students are given the task of completing the text by listening to the audio that is played. Thus students can train especially in the ability to express words according to what is heard or commonly called maharah istima'.  

With the increasing development of technology the more variety of books circulating on the internet. As is the recommendation system on online book sites that provide books relevantly and as needed with one's preferences. One alternative is GoodReads, a social networking site that specializes in cataloging books and users can share reading book recommendations with each other by rating, reviewing, and commenting. As a large book recommendation site, it has a lot of data that can be processed by applying machine learning methods, but still not known as the most accurate model. By using the right model, we can provide more accurate recommendations. Therefore, this study will analyze the data obtained from the www.kaggle.com namely the goodreads-books dataset. This study proposed a data mining classification model to get the best model in recommending books on GoodReads. The algorithms used are Decision Tree, K-Nearest Neighbor, Naïve Bayes, Random Forest, and Support Vector Classifier, then for model evaluation using accuracy, precision, recall, f1-score, confusion matrix, AUC, and Mean Error Absolute. The test results of several classification algorithms found that Decision Tree has the highest accuracy among the methods presented by 99.95%, precision by 100%, recall by 96%, f1-score of 98% with MAE of 0.05 and AUC of 99.96%. This is proof that decision tree algorithms can be used as book recommendations based on book categories on GoodReads.

This study aims to investigate the influence of Problem-Based Learning/PBL) to increase student’s softskills in Accounting Department at Ambon City and then simultaneously generate accounting learning model that can be used by universities to improve the quality of learning both personal qualities and scientific quality through analytical skills, creativity, and open to innovation and new findings. The population in this study were students from the Department of Accounting at the Faculty of Economics and Faculty of Economics, Pattimura University in Darussalam Ambon. Samples were students from the Department of Accounting that would  taken courses in Management Accounting at Department of Accounting - FE Pattimura University, and Darussalam University in Ambon City. In every department, sampling of 30 people. The sampling technique used is nonprobability sampling with purposive sampling. Methods of data collection begins with the class treatments (to make small groups, giving the case/problem, advice by the facilitator, discussion in small group, resume small group, and facilitators make conclusions on the problems discussed), then a questionnaire distributed to respondents for answering that how perception’s respondent of PBL influence to  increase in student’s softskills. The results of hypothesis testing with simple regression analysis showed that problem-based learning (PBL) to have significant effect on the increase student’s softskill in university of state and university of private at Ambon City.   Key Words: Problem-Based Learning, Softskills