LUN000 / youtube_analysis

Data science with youtube api, cv, ocr, nlp, pandas and ML method

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Video Analysis

Analys from thumbnals, title, text, video type, etc.

Data science with youtube api, cv, ocr, nlp, pandas and ML method

Also using tableau for data visualization

Data preprocessing

Youtube Reporting & Analytics api

  • all video meta data (impresion, view, subs, tags, revenue, thumbnails, etc.)
  • traffic source
  • text

  • TextFuseNet OCR
  • bert score
  • img

  • youtube api
  • pytesseract ocr
  • k-means main color clustering
  • contrast
  • labelimg tag layout
  • Data EDA

  • pandas
  • Tableau
  • possibility
  • 歷史資料 ABtest
    參數 - 指標分布
    統計: 高低於中位指標的參數機率
    Bayes: 參數的高低於中位指標機率
    Bayes: 參數的高低於中位指標機率
    顯著性

    ML

  • K-Means
  • Logistic Regression
  • Decission tree
  • SVM
  • Bagging
  • XGBoost
  • About

    Data science with youtube api, cv, ocr, nlp, pandas and ML method


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    Language:Jupyter Notebook 100.0%