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This web based app written in python will first scan your current emotion with the help of OpenCV & then crop the image of your face from entire frame once the cropped image is ready it will give this image to trained MACHINE LEARNING model in order to predict the emotion of the cropped image.This will happen for 30-40 times in 2-3 seconds, now once we have list of emotion's (contain duplicate elements) with us it will first sort the list based on frequency & remove the duplicates.After performing all the above steps we will be having a list containing user's emotion in sorted order, Now we just have to iterate over the list & recommend songs based on emotions present in the list.
After battling numerous errors, finally completed making Whatsapp Chat Sentiment analyzer, my first data analysis project. It is based on SentimentIntensityAnalyzer class from "nltk.sentiment.vader" module. If you ever wonder who is the most positive person in your whatsapp group of let say 200+ or less members then this is what you are looking for.
Recommendation Systems are a type of information filtering systems as they improve the quality of search results and provides items that are more relevant to the search item or are realted to the search history of the user. They are used to predict the rating or preference that a user would give to an item. Almost every major tech company has applied them in some form or the other: Amazon uses it to suggest products to customers, YouTube uses it to decide which video to play next on autoplay, and Facebook uses it to recommend pages to like and people to follow. Moreover, companies like Netflix and Spotify depend highly on the effectiveness of their recommendation engines for their business and sucees. This is a content-based recommendation system, content Based Recommender System recommends manga's similar to the mange user likes.Libraries used Scikit-learn and NLTK. We use similarity scores to decide which item is most similar to the item user likes. It is a numerical value ranges between zero to one which helps to determine how much two items are similar to each other on a scale of zero to one. This is done by Cosine similarity. Manga are comics or graphic novels originating from Japan. Most manga conform to a style developed in Japan in the late 19th century and the form has a long prehistory in earlier Japanese art. The term manga is used in Japan to refer to both comics and cartooning. Outside of Japan, the word is typically used to refer to comics originally published in the country. In Japan, people of all ages read manga.