https://github.com/venumadhav2407/youtube_adview_prediction_ml

To build a machine learning regression to predict youtube adview count based on other youtube metrics
https://github.com/venumadhav2407/youtube_adview_prediction_ml

Last synced: about 2 months ago
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To build a machine learning regression to predict youtube adview count based on other youtube metrics

• Host: GitHub
• URL: https://github.com/venumadhav2407/youtube_adview_prediction_ml
• Owner: venumadhav2407
• Created: 2024-07-24T13:42:03.000Z (6 months ago)
• Default Branch: main
• Last Pushed: 2024-09-16T16:31:47.000Z (4 months ago)
• Last Synced: 2024-09-16T20:15:29.678Z (4 months ago)
• Language: Jupyter Notebook
• Size: 878 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        

# Youtube_adview_prediction_ML

YouTube advertisers want to predict adviews based on various metrics (like comments, likes, etc.) using regression models.

## Objective

To build a machine learning regression to predict youtube adview count based

on other youtube metrics.

## Lessons Learned

> #### Models

- Label-encoding

- Linear Regression

- Support Vector Regression

> #### Challenges Overcome

- data quality and pre-processing

  (Replacing the incorrect data in the columns)

- Especially for the column "Duration" the data provided is in "PT7M29S" ,that needs to be convert into seconds. By using user-defined funtion , that convert to seconds.

- Model Selection and Tuning (conducted a experiment with different algorithm for better performance, like cross-validation...)

## 🚀 About Me

I'm a full stack developer...

## Authors

- [@venumadhav2407](https://www.github.com/venumadhav2407)