├── How it works - Bike Share Regression PyTorch Lightning.ipynb ├── How it works - Covariance, Correlation & Linear Regression.ipynb ├── How it works - GeoPandas basics.ipynb ├── How it works - GeoPandas detailed mapping.ipynb ├── How it works - GeoPandas spatial joins.ipynb ├── How it works - KMeans Clustering.ipynb ├── How it works - Multivariate regression.ipynb ├── How it works - Pandas, data manipulation.ipynb ├── How it works - Pandas, data selection.ipynb ├── How it works - Pandas, groupby method.ipynb ├── How it works - Pandas, mapping series values.ipynb ├── How it works - Pandas, merge method.ipynb ├── How it works - Pandas, pivot tables.ipynb ├── How it works - Polynomial Regression.ipynb ├── How it works - Principal Component Analysis.ipynb ├── How it works - basic lists.ipynb ├── How it works - data structures for deep learning.ipynb ├── How it works - labelling districts in GeoPandas.ipynb ├── How it works - list comprehensions.ipynb ├── How it works - lists vs arrays.ipynb ├── How it works - positive & negative indexation.ipynb ├── How it works - visualizing data overlaps.ipynb ├── Practice Run - Linear Regression Age vs Blood Pressure.ipynb ├── Practice Run - Linear Regression Fish Sizes.ipynb ├── README.md ├── customer_product_list.xlsx ├── data_structures.png ├── flattening.png ├── img_5.png ├── multiplication.png ├── sea_picture.jpg ├── sorted.jpg ├── take1.png ├── take2.png ├── tensor_shape_2.png ├── unsorted.jpg └── weight_matrix_detail_2.png /How it works - Bike Share Regression PyTorch Lightning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Bike Share Regression PyTorch Lightning.ipynb -------------------------------------------------------------------------------- /How it works - Covariance, Correlation & Linear Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Covariance, Correlation & Linear Regression.ipynb -------------------------------------------------------------------------------- /How it works - GeoPandas basics.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - GeoPandas basics.ipynb -------------------------------------------------------------------------------- /How it works - GeoPandas detailed mapping.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - GeoPandas detailed mapping.ipynb -------------------------------------------------------------------------------- /How it works - GeoPandas spatial joins.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - GeoPandas spatial joins.ipynb -------------------------------------------------------------------------------- /How it works - KMeans Clustering.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - KMeans Clustering.ipynb -------------------------------------------------------------------------------- /How it works - Multivariate regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Multivariate regression.ipynb -------------------------------------------------------------------------------- /How it works - Pandas, data manipulation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Pandas, data manipulation.ipynb -------------------------------------------------------------------------------- /How it works - Pandas, data selection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Pandas, data selection.ipynb -------------------------------------------------------------------------------- /How it works - Pandas, groupby method.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Pandas, groupby method.ipynb -------------------------------------------------------------------------------- /How it works - Pandas, mapping series values.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Pandas, mapping series values.ipynb -------------------------------------------------------------------------------- /How it works - Pandas, merge method.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Pandas, merge method.ipynb -------------------------------------------------------------------------------- /How it works - Pandas, pivot tables.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Pandas, pivot tables.ipynb -------------------------------------------------------------------------------- /How it works - Polynomial Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Polynomial Regression.ipynb -------------------------------------------------------------------------------- /How it works - Principal Component Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - Principal Component Analysis.ipynb -------------------------------------------------------------------------------- /How it works - basic lists.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - basic lists.ipynb -------------------------------------------------------------------------------- /How it works - data structures for deep learning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - data structures for deep learning.ipynb -------------------------------------------------------------------------------- /How it works - labelling districts in GeoPandas.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - labelling districts in GeoPandas.ipynb -------------------------------------------------------------------------------- /How it works - list comprehensions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - list comprehensions.ipynb -------------------------------------------------------------------------------- /How it works - lists vs arrays.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - lists vs arrays.ipynb -------------------------------------------------------------------------------- /How it works - positive & negative indexation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - positive & negative indexation.ipynb -------------------------------------------------------------------------------- /How it works - visualizing data overlaps.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/How it works - visualizing data overlaps.ipynb -------------------------------------------------------------------------------- /Practice Run - Linear Regression Age vs Blood Pressure.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/Practice Run - Linear Regression Age vs Blood Pressure.ipynb -------------------------------------------------------------------------------- /Practice Run - Linear Regression Fish Sizes.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/Practice Run - Linear Regression Fish Sizes.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/README.md -------------------------------------------------------------------------------- /customer_product_list.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/customer_product_list.xlsx -------------------------------------------------------------------------------- /data_structures.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/data_structures.png -------------------------------------------------------------------------------- /flattening.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/flattening.png -------------------------------------------------------------------------------- /img_5.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/img_5.png -------------------------------------------------------------------------------- /multiplication.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/multiplication.png -------------------------------------------------------------------------------- /sea_picture.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/sea_picture.jpg -------------------------------------------------------------------------------- /sorted.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/sorted.jpg -------------------------------------------------------------------------------- /take1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/take1.png -------------------------------------------------------------------------------- /take2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/take2.png -------------------------------------------------------------------------------- /tensor_shape_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/tensor_shape_2.png -------------------------------------------------------------------------------- /unsorted.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/unsorted.jpg -------------------------------------------------------------------------------- /weight_matrix_detail_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shotleft/how-to-python/HEAD/weight_matrix_detail_2.png --------------------------------------------------------------------------------