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The skills you need to develop a *machine learning / deep learning / computer vision* project include:
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* **Coding skills**. Coding is not the objective, but the tool. Without the tool, nothing can be built.
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* **Coding skills**. Coding is not the objective, but the tool. Without the tool, nothing can be built.
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* **Mathematics**. Math is the foundation of machine learning that you can't evade, among which statistics and probability are the most important.
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* **Machine learning algorithms**, which is the focus of most research or competitions.
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* **Paper reading and writing**, which involves English proficiency and professionalisim. You may not necesssarily publish a paper on a journal or a conference. However, to keep up with others' work and report your work, you have to be familiar with how to read and write a paper.
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* [**`Digit Recognizer`**](https://www.kaggle.com/c/digit-recognizer) A classification task based on hand-written digit images. A convolutional neural network might be involved. For this competition, we provide some [`reference code`](https://github.com/LinguoLi/mnist_tutorial) with different mahcine learning computing package.
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* [**`Titanic: Machine Learning from Disaster`**](https://www.kaggle.com/c/titanic) A classification task based on structured data.
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We recommend ML freshman should know the following packages:
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* scipy-family (numpy, scipy, pandas, matplotlib, etc.)
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* scikit-learn (for out-of-box ML tools, models, metrics, etc.)
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* one of deep learning packages: PyTorch or Keras (other DL packages are recommended for beginners!)
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## Intermediate
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