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The following packages need to be installed: python version: 3.8 pip install matplotlib_venn pip install seaborn pip install kmodes pip install autogluon conda install pytorch torchvision torchaudio
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The following directories need to be created:
- proj
- finance
- model_save
- Put the repository in this folder(git clone https://github.com/zzhang2816/finance.git)
- data Put the csv files in this folder
- finance
- There are three notebooks in the repository
- Clear and preprocess.ipynb[1]
- EDA and data visualization.ipynb[2]
- prediction and cluster copy.ipynb[3]
Checkpoints:
- Data preparation, cleansing, transformation and profiling[1,2]
- Features extraction[2,3]
- Model development and scoring[2,3]
- Model interpretability – i.e. human-understandable description[3]
- Description and elaboration on your data analytics and findings[3]