This research was conducted using the data provided by Kaggle. This data contains features that describe job vacancies. This study used location-based data in the US, which covered 60% of all data. Job vacancies that are posted are categorized as real or fake. This research was conducted by following five stages, namely: defining the problem, collecting data, cleaning data (exploration and pre-processing) and modeling. The evaluation and validation models use Naïve Bayes as a baseline model and Small Group Discussion as end model. For the Naïve Bayes model, an accuracy value of 0.971 and an F1-score of 0.743 is obtained. While the Stochastic Gradient Descent obtained an accuracy value of 0.977 and an F1-score of 0.81. These final results indicate that SGD performs slightly better than Naïve Bayes.Keywords—NLP, Machine Learning, Naïve Bayes, SGD, Fake Jobs
Akreditasi program studi adalah sebuah kegiatan untuk menilai kelayakan sebuah program studi di Perguruan Tinggi. Dengan menggunakan referensi instrumen IPEPA yang di rilis tahun 2020 oleh BAN PT, program studi bisa mempersiapkan kelengkapan data sesuai dengan instrumen yang telah ditentukan. Namun dalam prosesnya terdapat kendala, terutama bagi perguruan tinggi yang belum memiliki basis data dalam sebuah sistem. Penelitian ini berfokus pada proses pengembangan aplikasi menggunakan framework Django dengan bahasa pemrograman Python. Dengan proses pengembangan yang mengacu pada konsep Model, View dan Template, pengembangan aplikasi bisa dibangun dengan mudah dan efektif untuk menghasilkan produk minimal aplikasi. Model merepresentasikan struktur data yang akan digunakan. Menggunakan Model yang ada pada Django maka proses pengembangan aplikasi menjadi lebih cepat dan efektif dibandingkan menggunakan framework lain yang berbasis object oriented programing.
One of the entertainments that is still an attraction in the community is movies. The need for talent in the world of film continues to be needed. SMKN 1 Negeri Katon as one of the vocational schools that has a multimedia major has prepared its students to play a role in the world of movie production. To support this, the school has collaborated with the Darmajaya Institute of Informatics and Business to improve students' competence in the multimedia field, especially moviemaking. Lecturers who are members of this service use Adobe Premiere. This service activities lasted for 2 days and was attended by 70 students from two classes. At the end of the training, the students were given the task of making a short movie. The result achieved is that all students can implement Adobe Premiere and produce movies with short durations. Although not optimal, but in general they can use it for the needs of making a simple movie production
Asset management is the process of recording, collecting data, reporting and documenting assets at a specific time based on existing provisions, proper asset management can support operational activities especially in the maintenance, repair, and procurement of assets for the organization. This study aims to addition to acquiring additional assets data and calculating devaluation of assets, including tracking their location, collating data regarding their operation and maintenance status, with the aim of improving the overall utilization of the assets The methodology used in this research is TDWI Big Data Maturity, which can accommodate changes during the system design process, by taking samples based on the business process of asset management in one of the private institution. This study produced a web-based asset management information system that can assist in managing and tracking asset data and logistic items.
The background of foster children in Kemala Puji orphanage are mostly from poor families, orphans, neglected, and homeless child. The institution have been serve, nurture, and empower by providing them a sufficient living. Hence, it still needs a better improvement. This is because these children deserve to be made for the next generation. This activity aims to rise of social care between humanity in adolescents, especially for children in the orphanage. This have been done by imparting knowledge to them about healthy internet. Moreover, its increases understanding how to use the internet more healthily, properly and to anticipate of cyber bullying against them. The outcome of training activities are the youth children have been understood how to use a healthy internet, and they have been sufficient skills how to use internet which was given during the training.
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