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fix outdated links and add copyright

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Kevin Markham 2021-08-23 14:14:45 -04:00
parent 4e8af9d831
commit d188818f4d
10 changed files with 44 additions and 24 deletions
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8
01_machine_learning_intro.ipynb
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@ -127,7 +127,7 @@
"## Resources\n",
"\n",
"- Book: [An Introduction to Statistical Learning](https://www.statlearning.com/) (section 2.1, 14 pages)\n",
"- Video: [Learning Paradigms](http://work.caltech.edu/library/014.html) (13 minutes)"
"- Video: [Learning Paradigms](https://www.youtube.com/watch?v=mbyG85GZ0PI&t=2162s) (13 minutes, starting at 36:02)"
]
},
{
@ -138,7 +138,9 @@
"\n",
"- Email: <kevin@dataschool.io>\n",
"- Website: https://www.dataschool.io\n",
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)"
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)\n",
"\n",
"© 2021 [Data School](https://www.dataschool.io). All rights reserved."
]
}
],
@ -158,7 +160,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
"version": "3.9.4"
}
},
"nbformat": 4,

6
02_machine_learning_setup.ipynb
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@ -150,7 +150,9 @@
"\n",
"- Email: <kevin@dataschool.io>\n",
"- Website: https://www.dataschool.io\n",
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)"
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)\n",
"\n",
"© 2021 [Data School](https://www.dataschool.io). All rights reserved."
]
}
],
@ -170,7 +172,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
"version": "3.9.4"
}
},
"nbformat": 4,

6
03_getting_started_with_iris.ipynb
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@ -484,7 +484,9 @@
"\n",
"- Email: <kevin@dataschool.io>\n",
"- Website: https://www.dataschool.io\n",
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)"
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)\n",
"\n",
"© 2021 [Data School](https://www.dataschool.io). All rights reserved."
]
}
],
@ -504,7 +506,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
"version": "3.9.4"
}
},
"nbformat": 4,

6
04_model_training.ipynb
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@ -427,7 +427,9 @@
"\n",
"- Email: <kevin@dataschool.io>\n",
"- Website: https://www.dataschool.io\n",
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)"
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)\n",
"\n",
"© 2021 [Data School](https://www.dataschool.io). All rights reserved."
]
}
],
@ -447,7 +449,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
"version": "3.9.4"
}
},
"nbformat": 4,

10
05_model_evaluation.ipynb
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@ -598,10 +598,10 @@
"## Resources\n",
"\n",
"- Quora: [What is an intuitive explanation of overfitting?](https://www.quora.com/What-is-an-intuitive-explanation-of-over-fitting-particularly-with-a-small-sample-set-What-are-you-essentially-doing-by-over-fitting-How-does-the-over-promise-of-a-high-R%C2%B2-low-standard-error-occur/answer/Jessica-Su)\n",
"- Video: [Estimating prediction error](https://www.youtube.com/watch?v=_2ij6eaaSl0&list=PL5-da3qGB5IA6E6ZNXu7dp89_uv8yocmf&index=1&t=2m34s) (12 minutes, starting at 2:34) by Hastie and Tibshirani\n",
"- Video: [Estimating prediction error](https://www.youtube.com/watch?v=ngrOYWgJjb4&list=PL5-da3qGB5IA6E6ZNXu7dp89_uv8yocmf&index=3&t=154s) (12 minutes, starting at 2:34) by Hastie and Tibshirani\n",
"- [Understanding the Bias-Variance Tradeoff](http://scott.fortmann-roe.com/docs/BiasVariance.html)\n",
" - [Guiding questions](https://github.com/justmarkham/DAT8/blob/master/homework/09_bias_variance.md) when reading this article\n",
"- Video: [Visualizing bias and variance](http://work.caltech.edu/library/081.html) (15 minutes) by Abu-Mostafa"
"- Video: [Visualizing bias and variance](https://www.youtube.com/watch?v=zrEyxfl2-a8&t=1857s) (15 minutes, starting at 30:57) by Abu-Mostafa"
]
},
{
@ -612,7 +612,9 @@
"\n",
"- Email: <kevin@dataschool.io>\n",
"- Website: https://www.dataschool.io\n",
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)"
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)\n",
"\n",
"© 2021 [Data School](https://www.dataschool.io). All rights reserved."
]
}
],
@ -632,7 +634,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
"version": "3.9.4"
}
},
"nbformat": 4,

6
06_linear_regression.ipynb
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@ -997,7 +997,9 @@
"\n",
"- Email: <kevin@dataschool.io>\n",
"- Website: https://www.dataschool.io\n",
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)"
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)\n",
"\n",
"© 2021 [Data School](https://www.dataschool.io). All rights reserved."
]
}
],
@ -1017,7 +1019,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
"version": "3.9.4"
}
},
"nbformat": 4,

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07_cross_validation.ipynb
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@ -604,7 +604,7 @@
"\n",
"- scikit-learn documentation: [Cross-validation](https://scikit-learn.org/stable/modules/cross_validation.html), [Model evaluation](https://scikit-learn.org/stable/modules/model_evaluation.html)\n",
"- scikit-learn issue on GitHub: [MSE is negative when returned by cross_val_score](https://github.com/scikit-learn/scikit-learn/issues/2439)\n",
"- Section 5.1 of [An Introduction to Statistical Learning](https://www.statlearning.com/) (11 pages) and related videos: [K-fold and leave-one-out cross-validation](https://www.youtube.com/watch?v=nZAM5OXrktY&list=PL5-da3qGB5IA6E6ZNXu7dp89_uv8yocmf) (14 minutes), [Cross-validation the right and wrong ways](https://www.youtube.com/watch?v=S06JpVoNaA0&list=PL5-da3qGB5IA6E6ZNXu7dp89_uv8yocmf) (10 minutes)\n",
"- Section 5.1 of [An Introduction to Statistical Learning](https://www.statlearning.com/) (11 pages) and related videos: [K-fold and leave-one-out cross-validation](https://www.youtube.com/watch?v=rSGzUy13F_0&list=PL5-da3qGB5IA6E6ZNXu7dp89_uv8yocmf&index=2) (14 minutes), [Cross-validation the right and wrong ways](https://www.youtube.com/watch?v=r64tRyHFAJ8&list=PL5-da3qGB5IA6E6ZNXu7dp89_uv8yocmf&index=3) (10 minutes)\n",
"- Scott Fortmann-Roe: [Accurately Measuring Model Prediction Error](http://scott.fortmann-roe.com/docs/MeasuringError.html)\n",
"- Machine Learning Mastery: [An Introduction to Feature Selection](https://machinelearningmastery.com/an-introduction-to-feature-selection/)\n",
"- Harvard CS109: [Cross-Validation: The Right and Wrong Way](https://github.com/cs109/content/blob/master/lec_10_cross_val.ipynb)\n",
@ -619,7 +619,9 @@
"\n",
"- Email: <kevin@dataschool.io>\n",
"- Website: https://www.dataschool.io\n",
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)"
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)\n",
"\n",
"© 2021 [Data School](https://www.dataschool.io). All rights reserved."
]
}
],
@ -639,7 +641,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
"version": "3.9.4"
}
},
"nbformat": 4,

6
08_grid_search.ipynb
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@ -1569,7 +1569,9 @@
"\n",
"- Email: <kevin@dataschool.io>\n",
"- Website: https://www.dataschool.io\n",
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)"
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)\n",
"\n",
"© 2021 [Data School](https://www.dataschool.io). All rights reserved."
]
}
],
@ -1589,7 +1591,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
"version": "3.9.4"
}
},
"nbformat": 4,

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09_classification_metrics.ipynb
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@ -1233,7 +1233,9 @@
"\n",
"- Email: <kevin@dataschool.io>\n",
"- Website: https://www.dataschool.io\n",
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)"
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)\n",
"\n",
"© 2021 [Data School](https://www.dataschool.io). All rights reserved."
]
}
],
@ -1253,7 +1255,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
"version": "3.9.4"
}
},
"nbformat": 4,

6
10_categorical_features.ipynb
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@ -1050,7 +1050,9 @@
"\n",
"- Email: <kevin@dataschool.io>\n",
"- Website: https://www.dataschool.io\n",
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)"
"- Twitter: [@justmarkham](https://twitter.com/justmarkham)\n",
"\n",
"© 2021 [Data School](https://www.dataschool.io). All rights reserved."
]
}
],
@ -1070,7 +1072,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
"version": "3.9.4"
}
},
"nbformat": 4,