├── Chapter01 ├── .ipynb_checkpoints │ └── ch1-code-snippets-checkpoint.ipynb └── ch1-code-snippets.ipynb ├── Chapter02 ├── ch2-1-diamond-prices.ipynb └── ch2-2-credit-card-default.ipynb ├── Chapter03 ├── .ipynb_checkpoints │ ├── ch3-1-eda-diamond-prices-checkpoint.ipynb │ └── ch3-2-eda-credit-card-default-checkpoint.ipynb ├── ch3-1-eda-diamond-prices.ipynb └── ch3-2-eda-credit-card-default.ipynb ├── Chapter04 ├── .ipynb_checkpoints │ └── ch4-overfitting-example-checkpoint.ipynb ├── ch4-overfitting-example.ipynb └── ch4-predicting-diamond-prices.ipynb ├── Chapter05 ├── .ipynb_checkpoints │ └── ch5-predicting-credit-card-default-checkpoint.ipynb └── ch5-predicting-credit-card-default.ipynb ├── Chapter06 ├── .ipynb_checkpoints │ ├── ch6-1-regression-with-neural-networks-checkpoint.ipynb │ └── ch6-2-classification-with-neural-networks-checkpoint.ipynb ├── ch6-1-regression-with-neural-networks.ipynb ├── ch6-2-classification-with-neural-networks.ipynb └── class_initial_w.h5 ├── Chapter07 ├── .ipynb_checkpoints │ └── ch7-credit-card-def-model-tuning-and-evaluation-checkpoint.ipynb ├── ch7-credit-card-def-model-tuning-and-evaluation.ipynb └── ch7-diamond-prices-model-tuning-and-evaluation.ipynb ├── Chapter08 ├── .ipynb_checkpoints │ ├── ch8-credit-card-def-model-tuning-checkpoint.ipynb │ └── ch8-diamond-prices-model-tuning-checkpoint.ipynb ├── ch8-credit-card-def-model-tuning.ipynb └── ch8-diamond-prices-model-tuning.ipynb ├── Chapter09 ├── Model │ ├── diamond-prices-model.h5 │ ├── pca.joblib │ └── scaler.joblib ├── dash-example-no-user-inputs.py ├── dash-example-user-inputs.py ├── diamonds-model-training.py └── predict-diamond-prices.py ├── Data ├── credit_card_default.csv └── diamonds.csv ├── LICENSE ├── README.md ├── conda-cheatsheet.pdf └── requirements.txt /Chapter01/.ipynb_checkpoints/ch1-code-snippets-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter01/.ipynb_checkpoints/ch1-code-snippets-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter01/ch1-code-snippets.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter01/ch1-code-snippets.ipynb -------------------------------------------------------------------------------- /Chapter02/ch2-1-diamond-prices.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter02/ch2-1-diamond-prices.ipynb -------------------------------------------------------------------------------- /Chapter02/ch2-2-credit-card-default.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter02/ch2-2-credit-card-default.ipynb -------------------------------------------------------------------------------- /Chapter03/.ipynb_checkpoints/ch3-1-eda-diamond-prices-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter03/.ipynb_checkpoints/ch3-1-eda-diamond-prices-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter03/.ipynb_checkpoints/ch3-2-eda-credit-card-default-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter03/.ipynb_checkpoints/ch3-2-eda-credit-card-default-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter03/ch3-1-eda-diamond-prices.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter03/ch3-1-eda-diamond-prices.ipynb -------------------------------------------------------------------------------- /Chapter03/ch3-2-eda-credit-card-default.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter03/ch3-2-eda-credit-card-default.ipynb -------------------------------------------------------------------------------- /Chapter04/.ipynb_checkpoints/ch4-overfitting-example-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter04/.ipynb_checkpoints/ch4-overfitting-example-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter04/ch4-overfitting-example.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter04/ch4-overfitting-example.ipynb -------------------------------------------------------------------------------- /Chapter04/ch4-predicting-diamond-prices.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter04/ch4-predicting-diamond-prices.ipynb -------------------------------------------------------------------------------- /Chapter05/.ipynb_checkpoints/ch5-predicting-credit-card-default-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter05/.ipynb_checkpoints/ch5-predicting-credit-card-default-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter05/ch5-predicting-credit-card-default.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter05/ch5-predicting-credit-card-default.ipynb -------------------------------------------------------------------------------- /Chapter06/.ipynb_checkpoints/ch6-1-regression-with-neural-networks-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter06/.ipynb_checkpoints/ch6-1-regression-with-neural-networks-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter06/.ipynb_checkpoints/ch6-2-classification-with-neural-networks-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter06/.ipynb_checkpoints/ch6-2-classification-with-neural-networks-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter06/ch6-1-regression-with-neural-networks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter06/ch6-1-regression-with-neural-networks.ipynb -------------------------------------------------------------------------------- /Chapter06/ch6-2-classification-with-neural-networks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter06/ch6-2-classification-with-neural-networks.ipynb -------------------------------------------------------------------------------- /Chapter06/class_initial_w.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter06/class_initial_w.h5 -------------------------------------------------------------------------------- /Chapter07/.ipynb_checkpoints/ch7-credit-card-def-model-tuning-and-evaluation-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter07/.ipynb_checkpoints/ch7-credit-card-def-model-tuning-and-evaluation-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter07/ch7-credit-card-def-model-tuning-and-evaluation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter07/ch7-credit-card-def-model-tuning-and-evaluation.ipynb -------------------------------------------------------------------------------- /Chapter07/ch7-diamond-prices-model-tuning-and-evaluation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter07/ch7-diamond-prices-model-tuning-and-evaluation.ipynb -------------------------------------------------------------------------------- /Chapter08/.ipynb_checkpoints/ch8-credit-card-def-model-tuning-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter08/.ipynb_checkpoints/ch8-credit-card-def-model-tuning-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter08/.ipynb_checkpoints/ch8-diamond-prices-model-tuning-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter08/.ipynb_checkpoints/ch8-diamond-prices-model-tuning-checkpoint.ipynb -------------------------------------------------------------------------------- /Chapter08/ch8-credit-card-def-model-tuning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter08/ch8-credit-card-def-model-tuning.ipynb -------------------------------------------------------------------------------- /Chapter08/ch8-diamond-prices-model-tuning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter08/ch8-diamond-prices-model-tuning.ipynb -------------------------------------------------------------------------------- /Chapter09/Model/diamond-prices-model.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter09/Model/diamond-prices-model.h5 -------------------------------------------------------------------------------- /Chapter09/Model/pca.joblib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter09/Model/pca.joblib -------------------------------------------------------------------------------- /Chapter09/Model/scaler.joblib: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter09/Model/scaler.joblib -------------------------------------------------------------------------------- /Chapter09/dash-example-no-user-inputs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter09/dash-example-no-user-inputs.py -------------------------------------------------------------------------------- /Chapter09/dash-example-user-inputs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter09/dash-example-user-inputs.py -------------------------------------------------------------------------------- /Chapter09/diamonds-model-training.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter09/diamonds-model-training.py -------------------------------------------------------------------------------- /Chapter09/predict-diamond-prices.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Chapter09/predict-diamond-prices.py -------------------------------------------------------------------------------- /Data/credit_card_default.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Data/credit_card_default.csv -------------------------------------------------------------------------------- /Data/diamonds.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/Data/diamonds.csv -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/README.md -------------------------------------------------------------------------------- /conda-cheatsheet.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/conda-cheatsheet.pdf -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Hands-On-Predictive-Analytics-with-Python/HEAD/requirements.txt --------------------------------------------------------------------------------