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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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  Published Paper Details:

  Paper Title

SONGS RECOMMENDATION SYSTEM BASED ON HUMAN FACE EMOTION THROUGH DIFFERENT ML APPROACHES

  Authors

  KHAN ANAM FIRDOUS AFROZ KHAN,  ASST.PROF. V. S. KARWANDE

  Keywords

Gaussian Mixture Model (GMM) ; k-Nearest Neighbors (KNN); Convolution Neural Networks (CNN)

  Abstract


The human face is a crucial component in determining the behavior and mood of a single organ. Sorting through a music collection by hand and building a playlist according to distinct emotional qualities is a laborious process. Various methods have been proposed and put into practice for playlist construction that is automated. Nevertheless, current methods are less precise, compute more slowly, and may even call for additional hardware like sensors or EEG. The proposed method, which is based on facial expression extraction, minimizes the time and work required to manually produce the process by creating a playlist. Along with system-to-person questions like "how did you go?" the system will also suggest songs based on their lyrics. As a consequence, the recommended method is able to increase the overall accuracy of the systems while minimizing the total cost and computation time required to get the results. Facial expressions are captured using an integrated camera. Determines how well computers are in identifying emotions in real-time photos. Incorporate a collaborative filter, content-based recommendation, sentiment-based music, share workload between high-end servers and mobile low-end devices, and promote user-specific data in order to alleviate overloaded problems.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2404094

  Paper ID - 255063

  Page Number(s) - a847-a851

  Pubished in - Volume 12 | Issue 4 | April 2024

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  KHAN ANAM FIRDOUS AFROZ KHAN,  ASST.PROF. V. S. KARWANDE,   "SONGS RECOMMENDATION SYSTEM BASED ON HUMAN FACE EMOTION THROUGH DIFFERENT ML APPROACHES", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 4, pp.a847-a851, April 2024, Available at :http://www.ijcrt.org/papers/IJCRT2404094.pdf

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Call For Paper March 2026
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ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
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