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hadryan's Projects

-music-recommendation-based-on-face-emotion-recognition icon -music-recommendation-based-on-face-emotion-recognition

Facial expressions are captured using an inbuilt camera. Feature extraction is performed on input face images to detect emotions such as happy, angry, sad, surprise, and neutral. Automatically music playlist is generated by identifying the current emotion of the user. Convolutional Neural Network is used for emotion detection. For music recommendations, Pygame & Tkinter are used.

1on1-questions icon 1on1-questions

Mega list of 1 on 1 meeting questions compiled from a variety to sources

201912-20-music-emotion-recognition icon 201912-20-music-emotion-recognition

Music is a medium to express emotion. According to literature, music emotion can be quantified continuously as valence and arousal (VA) density distribution on a 2-D space. However, these data are hard to retrieve as they require intense human effort to manually label songs, especially the number of songs become enormous. The goal of this project is to reproduce a model proposed by Chin, Y.-H. et.al (2018), to predict VA density for a new song based on those densities for training songs as well as audio features of both new and training songs. This will help save human labeling effort on new songs in the future. Furthermore, a prototype of content-based music recommender system is built to demonstrate the usability of the algorithm.

3d-owis icon 3d-owis

3D-OWIS is capable of detecting unknown instances in inference, and progressively learning novel classes in the process of training.

4d-humans icon 4d-humans

4DHumans: Reconstructing and Tracking Humans with Transformers

a-musicview icon a-musicview

原创自定义控件之-Canvas实时绘制音乐波形图

a-recommender-system-with-clustering-and-classification icon a-recommender-system-with-clustering-and-classification

In this project, we built up a recommender system based on the music data provided by Spotify. By using the system, the music provider can predict and then offer the appropriate songs to their users based on the characteristics of the music that has been heard previously.

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