From 99540f76125ccfefb3a4afe915380fdda554e403 Mon Sep 17 00:00:00 2001 From: Jen Looper Date: Thu, 4 Mar 2021 19:46:29 -0500 Subject: [PATCH] lesson 1 --- 2-Regression/1-Tools/README.md | 30 ++++++------ 2-Regression/1-Tools/images/notebook.png | Bin 0 -> 151537 bytes 2-Regression/1-Tools/notebook.ipynb | 60 +++++++++++++++++++++++ 3 files changed, 75 insertions(+), 15 deletions(-) create mode 100644 2-Regression/1-Tools/images/notebook.png diff --git a/2-Regression/1-Tools/README.md b/2-Regression/1-Tools/README.md index 55e188db4..053e1e6d7 100644 --- a/2-Regression/1-Tools/README.md +++ b/2-Regression/1-Tools/README.md @@ -11,36 +11,36 @@ Describe what we will learn ### Introduction In this lesson, you will learn: -- How to configure Visual Studio Code for machine learning tasks +- How to configure your computer for machine learning tasks - An introduction to Scikit-Learn, including installation - Some tips on working with Python for ML - ### Prerequisite -What steps should have been covered before this lesson? +1. Ensure that [Python](https://www.python.org/downloads/) is also installed on your computer. You will use Python for many data science and machine learning tasks. Most computer systems already include a Python installation. Some usages of Python, however, require one version of the software, whereas others require a different version. For this reason, it's useful to work within a virtual environment, or VM. There are useful [Python Coding Packs](https://code.visualstudio.com/learn/educators/installers) available for Windows and ready for integration with VS Code. -### Preparation +2. Make sure you have Visual Studio Code installed on your computer. Follow [these instructions](https://code.visualstudio.com/) for the basic installation. You are going to use Python in Visual Studio Code in this course, so you might want to brush up on how to [configure](https://docs.microsoft.com/en-us/learn/modules/python-install-vscode/) VS Code for Python development. -Preparatory steps to start this lesson +> Get comfortable with Python by working through this collection of [Learn modules]() ---- +3. Install Scikit-Learn (pronounce it `sci` as in `science`). Follow [these instructions](https://scikit-learn.org/stable/install.html). Since you need to ensure that you use Python 3, it's recommended that you use a pip virtual environment. +### Preparation -[Step through content in blocks] +You are going to use **notebooks** to develop your Python code and create machine learning models. This type of file is a common tool for data scientists, and they can be identified by their suffix `.ipynb`. -## [Topic 1] +Notebooks are an interactive environment that allow the developer to both code and add notes and documentation around the code. +### Work with Your Notebook -### Task: +In this folder, you will find the file `notebook.ipynb`. If you open it in VS Code, assuming VS Code is properly configured, a Jupyter server will start with Python 3+ started. -Work together to progressively enhance your codebase to build the project with shared code: +In your notebook, add a comment. To do this, click the 'md' icon and add a bit of markdown, like `# My First Notebook`. -```html -code blocks -``` +Next, add some Python code: Type `print('hi')` and click the arrow to run the code. You should see the printed statement, 'hi'. -✅ Knowledge Check - use this moment to stretch students' knowledge with open questions +✅ Knowledge Check - think for a minute how different a web developer's working environment is versus that of a data scientist. -## [Topic 2] +## Scikit-Learn +Now that you are comfortable with Jupyter notebooks and Python in your local environment, let's get equally comfortable with scikit-learn. ## [Topic 3] 🚀 Challenge: Add a challenge for students to work on collaboratively in class to enhance the project diff --git a/2-Regression/1-Tools/images/notebook.png b/2-Regression/1-Tools/images/notebook.png new file mode 100644 index 0000000000000000000000000000000000000000..27a187118d9254d2e589fc6f13359ee7c084e04b GIT binary patch literal 151537 zcmeFZWmJ@H+Xjj_$dHaGASHu>ASu$#2r8&_gMdi4(hLm}2BD~QcQ-02(jna~-H3GW z>mHtZzxUaDeSh~_pKHMkGxt4n#TmzWoX6!WdD#a<_>}lqSXe~TQj&^TSa5GFEZ8Lc z0(ix%$mIYF3%}M>LPB0zLINpoV{K$=VTgq#_3C37u5xHIndkgzkHlSR>~6eD=`ePN 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