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Fixed (removed) relative links
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jeffheaton committed Nov 24, 2021
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10 changes: 5 additions & 5 deletions t81_558_class_01_1_overview.ipynb
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"source": [
"# Module 1 Material\n",
"\n",
"* **Part 1.1: Course Overview** [[Video]](https://www.youtube.com/watch?v=w3thknJP_4A&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](./t81_558_class_01_1_overview.ipynb)\n",
"* Part 1.2: Introduction to Python [[Video]](https://www.youtube.com/watch?v=czq5d53vKvo&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](./t81_558_class_01_2_intro_python.ipynb)\n",
"* Part 1.3: Python Lists, Dictionaries, Sets and JSON [[Video]](https://www.youtube.com/watch?v=kcGx2I5akSs&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](./t81_558_class_01_3_python_collections.ipynb)\n",
"* Part 1.4: File Handling [[Video]](https://www.youtube.com/watch?v=FSuSLCMgCZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](./t81_558_class_01_4_python_files.ipynb)\n",
"* Part 1.5: Functions, Lambdas, and Map/Reduce [[Video]](https://www.youtube.com/watch?v=jQH1ZCSj6Ng&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](./t81_558_class_01_5_python_functional.ipynb)\n",
"* **Part 1.1: Course Overview** [[Video]](https://www.youtube.com/watch?v=w3thknJP_4A&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_1_overview.ipynb)\n",
"* Part 1.2: Introduction to Python [[Video]](https://www.youtube.com/watch?v=czq5d53vKvo&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_2_intro_python.ipynb)\n",
"* Part 1.3: Python Lists, Dictionaries, Sets and JSON [[Video]](https://www.youtube.com/watch?v=kcGx2I5akSs&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_3_python_collections.ipynb)\n",
"* Part 1.4: File Handling [[Video]](https://www.youtube.com/watch?v=FSuSLCMgCZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_4_python_files.ipynb)\n",
"* Part 1.5: Functions, Lambdas, and Map/Reduce [[Video]](https://www.youtube.com/watch?v=jQH1ZCSj6Ng&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_5_python_functional.ipynb)\n",
"\n",
"Watch one (or more) of these depending on how you want to setup your Python TensorFlow environment:\n",
"* [How to Submit a Module Assignment locally](https://www.youtube.com/watch?v=hmCGjCVhYNc)\n",
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14 changes: 7 additions & 7 deletions t81_558_class_01_2_intro_python.ipynb
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"source": [
"# Module 1 Material\n",
"\n",
"* Part 1.1: Course Overview [[Video]](https://www.youtube.com/watch?v=Rqq-UnVXtMg&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_1_overview.ipynb)\n",
"* **Part 1.2: Introduction to Python** [[Video]](https://www.youtube.com/watch?v=czq5d53vKvo&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_2_intro_python.ipynb)\n",
"* Part 1.3: Python Lists, Dictionaries, Sets and JSON [[Video]](https://www.youtube.com/watch?v=kcGx2I5akSs&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_3_python_collections.ipynb)\n",
"* Part 1.4: File Handling [[Video]](https://www.youtube.com/watch?v=FSuSLCMgCZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_4_python_files.ipynb)\n",
"* Part 1.5: Functions, Lambdas, and Map/Reduce [[Video]](https://www.youtube.com/watch?v=jQH1ZCSj6Ng&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_5_python_functional.ipynb)"
"* Part 1.1: Course Overview [[Video]](https://www.youtube.com/watch?v=Rqq-UnVXtMg&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_1_overview.ipynb)\n",
"* **Part 1.2: Introduction to Python** [[Video]](https://www.youtube.com/watch?v=czq5d53vKvo&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_2_intro_python.ipynb)\n",
"* Part 1.3: Python Lists, Dictionaries, Sets and JSON [[Video]](https://www.youtube.com/watch?v=kcGx2I5akSs&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_3_python_collections.ipynb)\n",
"* Part 1.4: File Handling [[Video]](https://www.youtube.com/watch?v=FSuSLCMgCZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_4_python_files.ipynb)\n",
"* Part 1.5: Functions, Lambdas, and Map/Reduce [[Video]](https://www.youtube.com/watch?v=jQH1ZCSj6Ng&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_5_python_functional.ipynb)"
]
},
{
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"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3.7 (tensorflow)",
"display_name": "Python 3.9 (tensorflow)",
"language": "python",
"name": "tensorflow"
},
Expand All @@ -495,7 +495,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
"version": "3.9.7"
}
},
"nbformat": 4,
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12 changes: 6 additions & 6 deletions t81_558_class_01_3_python_collections.ipynb
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"source": [
"# Module 1 Material\n",
"\n",
"* Part 1.1: Course Overview [[Video]](https://www.youtube.com/watch?v=Rqq-UnVXtMg&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_1_overview.ipynb)\n",
"* Part 1.2: Introduction to Python [[Video]](https://www.youtube.com/watch?v=czq5d53vKvo&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_2_intro_python.ipynb)\n",
"* **Part 1.3: Python Lists, Dictionaries, Sets and JSON** [[Video]](https://www.youtube.com/watch?v=kcGx2I5akSs&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_3_python_collections.ipynb)\n",
"* Part 1.4: File Handling [[Video]](https://www.youtube.com/watch?v=FSuSLCMgCZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_4_python_files.ipynb)\n",
"* Part 1.5: Functions, Lambdas, and Map/Reduce [[Video]](https://www.youtube.com/watch?v=jQH1ZCSj6Ng&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_5_python_functional.ipynb)"
"* Part 1.1: Course Overview [[Video]](https://www.youtube.com/watch?v=Rqq-UnVXtMg&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_1_overview.ipynb)\n",
"* Part 1.2: Introduction to Python [[Video]](https://www.youtube.com/watch?v=czq5d53vKvo&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_2_intro_python.ipynb)\n",
"* **Part 1.3: Python Lists, Dictionaries, Sets and JSON** [[Video]](https://www.youtube.com/watch?v=kcGx2I5akSs&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_3_python_collections.ipynb)\n",
"* Part 1.4: File Handling [[Video]](https://www.youtube.com/watch?v=FSuSLCMgCZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_4_python_files.ipynb)\n",
"* Part 1.5: Functions, Lambdas, and Map/Reduce [[Video]](https://www.youtube.com/watch?v=jQH1ZCSj6Ng&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_5_python_functional.ipynb)"
]
},
{
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.6"
"version": "3.9.7"
}
},
"nbformat": 4,
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14 changes: 7 additions & 7 deletions t81_558_class_01_4_python_files.ipynb
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"source": [
"# Module 1 Material\n",
"\n",
"* Part 1.1: Course Overview [[Video]](https://www.youtube.com/watch?v=Rqq-UnVXtMg&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_1_overview.ipynb)\n",
"* Part 1.2: Introduction to Python [[Video]](https://www.youtube.com/watch?v=czq5d53vKvo&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_2_intro_python.ipynb)\n",
"* Part 1.3: Python Lists, Dictionaries, Sets and JSON [[Video]](https://www.youtube.com/watch?v=kcGx2I5akSs&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_3_python_collections.ipynb)\n",
"* **Part 1.4: File Handling** [[Video]](https://www.youtube.com/watch?v=FSuSLCMgCZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_4_python_files.ipynb)\n",
"* Part 1.5: Functions, Lambdas, and Map/Reduce [[Video]](https://www.youtube.com/watch?v=jQH1ZCSj6Ng&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_5_python_functional.ipynb)"
"* Part 1.1: Course Overview [[Video]](https://www.youtube.com/watch?v=Rqq-UnVXtMg&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_1_overview.ipynb)\n",
"* Part 1.2: Introduction to Python [[Video]](https://www.youtube.com/watch?v=czq5d53vKvo&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_2_intro_python.ipynb)\n",
"* Part 1.3: Python Lists, Dictionaries, Sets and JSON [[Video]](https://www.youtube.com/watch?v=kcGx2I5akSs&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_3_python_collections.ipynb)\n",
"* **Part 1.4: File Handling** [[Video]](https://www.youtube.com/watch?v=FSuSLCMgCZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_4_python_files.ipynb)\n",
"* Part 1.5: Functions, Lambdas, and Map/Reduce [[Video]](https://www.youtube.com/watch?v=jQH1ZCSj6Ng&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_5_python_functional.ipynb)"
]
},
{
Expand Down Expand Up @@ -351,7 +351,7 @@
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3.7 (tensorflow)",
"display_name": "Python 3.9 (tensorflow)",
"language": "python",
"name": "tensorflow"
},
Expand All @@ -365,7 +365,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
"version": "3.9.7"
}
},
"nbformat": 4,
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14 changes: 7 additions & 7 deletions t81_558_class_01_5_python_functional.ipynb
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"source": [
"# Module 1 Material\n",
"\n",
"* Part 1.1: Course Overview [[Video]](https://www.youtube.com/watch?v=Rqq-UnVXtMg&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_1_overview.ipynb)\n",
"* Part 1.2: Introduction to Python [[Video]](https://www.youtube.com/watch?v=czq5d53vKvo&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_2_intro_python.ipynb)\n",
"* Part 1.3: Python Lists, Dictionaries, Sets and JSON [[Video]](https://www.youtube.com/watch?v=kcGx2I5akSs&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_3_python_collections.ipynb)\n",
"* Part 1.4: File Handling [[Video]](https://www.youtube.com/watch?v=FSuSLCMgCZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_4_python_files.ipynb)\n",
"* **Part 1.5: Functions, Lambdas, and Map/Reduce** [[Video]](https://www.youtube.com/watch?v=jQH1ZCSj6Ng&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_01_5_python_functional.ipynb)"
"* Part 1.1: Course Overview [[Video]](https://www.youtube.com/watch?v=Rqq-UnVXtMg&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_1_overview.ipynb)\n",
"* Part 1.2: Introduction to Python [[Video]](https://www.youtube.com/watch?v=czq5d53vKvo&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_2_intro_python.ipynb)\n",
"* Part 1.3: Python Lists, Dictionaries, Sets and JSON [[Video]](https://www.youtube.com/watch?v=kcGx2I5akSs&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_3_python_collections.ipynb)\n",
"* Part 1.4: File Handling [[Video]](https://www.youtube.com/watch?v=FSuSLCMgCZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_4_python_files.ipynb)\n",
"* **Part 1.5: Functions, Lambdas, and Map/Reduce** [[Video]](https://www.youtube.com/watch?v=jQH1ZCSj6Ng&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_01_5_python_functional.ipynb)"
]
},
{
Expand Down Expand Up @@ -286,7 +286,7 @@
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3.7 (tensorflow)",
"display_name": "Python 3.9 (tensorflow)",
"language": "python",
"name": "tensorflow"
},
Expand All @@ -300,7 +300,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
"version": "3.9.7"
}
},
"nbformat": 4,
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1,267 changes: 1,266 additions & 1 deletion t81_558_class_02_1_python_pandas.ipynb
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2 changes: 1 addition & 1 deletion t81_558_class_02_2_pandas_cat.ipynb
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.6"
"version": "3.9.7"
}
},
"nbformat": 4,
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748 changes: 747 additions & 1 deletion t81_558_class_02_3_pandas_grouping.ipynb
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12 changes: 6 additions & 6 deletions t81_558_class_02_4_pandas_functional.ipynb
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"\n",
"Main video lecture:\n",
"\n",
"* Part 2.1: Introduction to Pandas [[Video]](https://www.youtube.com/watch?v=bN4UuCBdpZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_02_1_python_pandas.ipynb)\n",
"* Part 2.2: Categorical Values [[Video]](https://www.youtube.com/watch?v=4a1odDpG0Ho&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_02_2_pandas_cat.ipynb)\n",
"* Part 2.3: Grouping, Sorting, and Shuffling in Python Pandas [[Video]](https://www.youtube.com/watch?v=YS4wm5gD8DM&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_02_3_pandas_grouping.ipynb)\n",
"* Part 2.1: Introduction to Pandas [[Video]](https://www.youtube.com/watch?v=bN4UuCBdpZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_02_1_python_pandas.ipynb)\n",
"* Part 2.2: Categorical Values [[Video]](https://www.youtube.com/watch?v=4a1odDpG0Ho&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_02_2_pandas_cat.ipynb)\n",
"* Part 2.3: Grouping, Sorting, and Shuffling in Python Pandas [[Video]](https://www.youtube.com/watch?v=YS4wm5gD8DM&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_02_3_pandas_grouping.ipynb)\n",
"* **Part 2.4: Using Apply and Map in Pandas for Keras** [[Video]](https://www.youtube.com/watch?v=XNCEZ4WaPBY&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_02_4_pandas_functional.ipynb)\n",
"* Part 2.5: Feature Engineering in Pandas for Deep Learning in Keras [[Video]](https://www.youtube.com/watch?v=BWPTj4_Mi9E&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_02_5_pandas_features.ipynb)"
"* Part 2.5: Feature Engineering in Pandas for Deep Learning in Keras [[Video]](https://www.youtube.com/watch?v=BWPTj4_Mi9E&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_02_5_pandas_features.ipynb)"
]
},
{
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"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3.7 (tensorflow)",
"display_name": "Python 3.9 (tensorflow)",
"language": "python",
"name": "tensorflow"
},
Expand All @@ -1244,7 +1244,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
"version": "3.9.7"
}
},
"nbformat": 4,
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10 changes: 5 additions & 5 deletions t81_558_class_02_5_pandas_features.ipynb
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"\n",
"Main video lecture:\n",
"\n",
"* Part 2.1: Introduction to Pandas [[Video]](https://www.youtube.com/watch?v=bN4UuCBdpZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_02_1_python_pandas.ipynb)\n",
"* Part 2.2: Categorical Values [[Video]](https://www.youtube.com/watch?v=4a1odDpG0Ho&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_02_2_pandas_cat.ipynb)\n",
"* Part 2.3: Grouping, Sorting, and Shuffling in Python Pandas [[Video]](https://www.youtube.com/watch?v=YS4wm5gD8DM&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_02_3_pandas_grouping.ipynb)\n",
"* Part 2.4: Using Apply and Map in Pandas for Keras [[Video]](https://www.youtube.com/watch?v=XNCEZ4WaPBY&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_02_4_pandas_functional.ipynb)\n",
"* **Part 2.5: Feature Engineering in Pandas for Deep Learning in Keras** [[Video]](https://www.youtube.com/watch?v=BWPTj4_Mi9E&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](t81_558_class_02_5_pandas_features.ipynb)"
"* Part 2.1: Introduction to Pandas [[Video]](https://www.youtube.com/watch?v=bN4UuCBdpZc&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_02_1_python_pandas.ipynb)\n",
"* Part 2.2: Categorical Values [[Video]](https://www.youtube.com/watch?v=4a1odDpG0Ho&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_02_2_pandas_cat.ipynb)\n",
"* Part 2.3: Grouping, Sorting, and Shuffling in Python Pandas [[Video]](https://www.youtube.com/watch?v=YS4wm5gD8DM&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_02_3_pandas_grouping.ipynb)\n",
"* Part 2.4: Using Apply and Map in Pandas for Keras [[Video]](https://www.youtube.com/watch?v=XNCEZ4WaPBY&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_02_4_pandas_functional.ipynb)\n",
"* **Part 2.5: Feature Engineering in Pandas for Deep Learning in Keras** [[Video]](https://www.youtube.com/watch?v=BWPTj4_Mi9E&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN) [[Notebook]](https://github.com/jeffheaton/t81_558_deep_learning/blob/master/t81_558_class_02_5_pandas_features.ipynb)"
]
},
{
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