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Surbhi Goel committed Jul 10, 2024
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# Part 1: Neural-network basics -- and fun applications.

## Machine learning

- Machine learns underlying patterns and relations in given data to produce an output.

- Machine learning is accomplished by learning a mathematical function that can represent the data.

- Learning can be supervised, unsupervised, semi-supervised, self-supervised, reinforcement etc.


## Fitting a straight line I {.smaller}

- Consider the data:
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- [uvadlc](https://uvadlc-notebooks.readthedocs.io/en/latest/)
- [3Blue1Brown](https://www.3blue1brown.com/topics/neural-networks)


## Getting to the Exercise
*Github Repository Cloning*

- Navigate to
[https://tinyurl.com/ml-iccs-24](https://tinyurl.com/ml-iccs-24)
- Go to terminal and type in the below command
- `git clone https://github.com/Cambridge-ICCS/practical-ml-with-pytorch`

## Using online platform
*Using Colab*

`https://tinyurl.com/4arrjjt5`

*Using Jupyter Notebook*

- Download the repo from the [https://tinyurl.com/ml-iccs-24](https://tinyurl.com/ml-iccs-24)
- `cd <path_to_the_repo>`
- `jupyter notebook`
- exercises/01_penguin_classification.ipynb

## Creating virtual environment
*Installing with venv*

- `python3 -m venv venv`
- `source venv/bin/activate`

*Installing with conda*

- `conda create -n ml-workshop "python>=3.9.10"`
- `conda activate ml-workshop`
- `cd practical-ml-with-PyTorch`
`pip install . `


# Exercises


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