Learn data science and machine learning by building real-world projects on Jovian

course-assignment

Use the "Run" button to execute the code.

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!pip install jovian --upgrade --quiet
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!pip install numpy pandas matplotlib seaborn --quiet
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!pip install jovian opendatasets xgboost graphviz lightgbm scikit-learn xgboost lightgbm --upgrade --quiet
|████████████████████████████████| 166.7 MB 18 kB/s |████████████████████████████████| 2.0 MB 34.1 MB/s |████████████████████████████████| 22.3 MB 1.3 MB/s
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import jovian
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# Execute this to save new versions of the notebook
jovian.commit(project="course-assignment")
[jovian] Detected Colab notebook... [jovian] Please enter your API key ( from https://jovian.ai/ ): API KEY: ·········· [jovian] Uploading colab notebook to Jovian... Committed successfully! https://jovian.ai/adrianmallett-ne/course-assignment

Problem Statement

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jovian.commit(project="course-assignment")
[jovian] Detected Colab notebook... [jovian] Uploading colab notebook to Jovian... Committed successfully! https://jovian.ai/adrianmallett-ne/course-assignment

Downloading the Data

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jovian.commit(project="course-assignment")
[jovian] Detected Colab notebook... [jovian] Uploading colab notebook to Jovian... Committed successfully! https://jovian.ai/adrianmallett-ne/course-assignment

Preprocessing and Feature Engineering

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jovian.commit(project="course-assignment")
[jovian] Detected Colab notebook... [jovian] Uploading colab notebook to Jovian... Committed successfully! https://jovian.ai/adrianmallett-ne/course-assignment

Gradient Boosting

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jovian.commit(project="course-assignment")
[jovian] Detected Colab notebook... [jovian] Uploading colab notebook to Jovian... Committed successfully! https://jovian.ai/adrianmallett-ne/course-assignment

K Fold Cross Validation

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jovian.commit(project="course-assignment")
[jovian] Detected Colab notebook... [jovian] Uploading colab notebook to Jovian... Committed successfully! https://jovian.ai/adrianmallett-ne/course-assignment

Hyperparameter Tuning and Regularization

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jovian.commit(project="course-assignment")

Making Predictions

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jovian.commit(project="course-assignment")
[jovian] Detected Colab notebook... [jovian] Uploading colab notebook to Jovian... Committed successfully! https://jovian.ai/adrianmallett-ne/course-assignment