Restaurant Recommendation System in Dhaka City using Machine Learning Approach

Taufiq Ahmed, Lubna Akhter, Fazle Rabby Talukder, Hasan-Al-Monsur, Hasibur Rahman, A. Sattar
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引用次数: 1

Abstract

Due to the huge explanation of artificial intelligence, machine learning technology is being used in various areas of our day-to-day life. In Dhaka city, there are lots of Restaurants. Sometimes many of us face a scenario where we go to a restaurant and order some food but the food is not that good or the price of the food is very high as compared to other restaurants. Apart from this, another major problem is the location of the restaurant. We cannot find the best restaurants around us based on our preferences. This research proposed a model by using a machine learning algorithm that will be able to suggest a suitable restaurant based on the user’s criteria. We have collected Dhaka city’s restaurant’s data from various websites, then we have used Weight-based score calculation and cosine similarity matrix to build our machine learning model. This recommendation system will also suggest similar restaurants based on the user’s selected restaurants.
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使用机器学习方法的达卡市餐厅推荐系统
由于人工智能的巨大解释,机器学习技术正在应用于我们日常生活的各个领域。在达卡市,有很多餐馆。有时我们中的许多人都面临这样的情况:我们去一家餐馆点了一些食物,但食物不是那么好,或者食物的价格比其他餐馆高。除此之外,另一个主要问题是餐厅的位置。我们无法根据自己的喜好找到身边最好的餐厅。这项研究通过使用机器学习算法提出了一个模型,该模型将能够根据用户的标准推荐合适的餐厅。我们从各个网站上收集了达卡市餐厅的数据,然后我们使用基于权重的分数计算和余弦相似矩阵来构建我们的机器学习模型。这个推荐系统还会根据用户选择的餐厅推荐类似的餐厅。
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