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A series of interactive labs we prepared for the Chartered Financial Data Scientist Certification. The content of the series is based on Python, IPython Notebook, and PyTorch.

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Chartered Financial Data Scientist (CFDS)

License: GPL v3

A series of interactive lab notebooks we prepared for the Chartered Financial Data Scientist Certification. The content of the series is based on Python, IPython Notebook, and PyTorch.

This is currently work in progress so expect minor errors and some rough edges ;)

Running the Lab Notebooks

Lab 01: "Introduction to the Lab Environment" (Open In Colab)

Lab 02: "Fundamentals of Python Programming" (Open In Colab)

Lab 03: "Supervised Machine Learning" (Open In Colab)

Lab 04: "Unsupervised Machine Learning" (Open In Colab)

Lab 05: "Supervised Deep Learning - ANNs" (Open In Colab)

Lab 06: "Supervised Deep Learning - CNNs" (Open In Colab)

Lab 07: "Supervised Deep Learning - LSTMs" (CPU: Open In Colab, GPU: Open In Colab)

Getting Started

Install dependencies via pip install -r requirements.txt.

Questions?

Please feel free to get in touch by opening an issue report, submitting a pull request, or sending us an email.

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A series of interactive labs we prepared for the Chartered Financial Data Scientist Certification. The content of the series is based on Python, IPython Notebook, and PyTorch.

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