{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CS109B Data Science 2: Advanced Topics in Data Science \n",
"## Lab 1 - Introduction and Setup\n",
"\n",
"**Harvard University** \n",
"**Spring 2020** \n",
"**Instructors:** Mark Glickman, Pavlos Protopapas, and Chris Tanner \n",
"**Lab Instructors:** Chris Tanner and Eleni Kaxiras \n",
"**Contributors:** Will Claybaugh and Eleni Kaxiras\n",
"\n",
"---"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## RUN THIS CELL TO PROPERLY HIGHLIGHT THE EXERCISES\n",
"import requests\n",
"from IPython.core.display import HTML\n",
"styles = requests.get(\"https://raw.githubusercontent.com/Harvard-IACS/2019-CS109B/master/content/styles/cs109.css\").text\n",
"HTML(styles)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"#import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Learning Goals\n",
"\n",
"The purpose of this lab is to get you up to speed with what you will need to run the code for CS109b.\n",
"\n",
"## 1. Getting Class Material\n",
"\n",
"### Option 1A: Cloning the class repo and then copying the contents in a different directory so you can make changes.\n",
"\n",
"* Open the Terminal in your computer and go to the Directory where you want to clone the repo. Then run \n",
"\n",
"`git clone https://github.com/Harvard-IACS/2020-CS109B.git`\n",
"\n",
"* If you have already cloned the repo, go inside the '/2020-CS109B/' directory and run \n",
"\n",
"`git pull`\n",
"\n",
"* If you change the notebooks and then run `git pull` your changes will be overwritten. So create a `playground` folder and copy the folder with the notebook with which you want to work there.\n",
"\n",
"### Option 1B: Forking the class repo\n",
"\n",
"To get access to the code used in class you will need to clone the class repo: [https://github.com/Harvard-IACS/2020-CS109B](https://github.com/Harvard-IACS/2020-CS109B)\n",
"\n",
"In order not to lose any changes you have made when updating the content (pulling) from the main repo, a good practice is to `fork` the repo locally. For more on this see Maddy Nakada's notes: [How to Fork a Repo](https://github.com/Harvard-IACS/2020-CS109B/raw/master/docs/labs/lab01/ForkRepo.pdf). NOTE: While Fork is a proper way to handle local changes, it doesn't magically solve everything -- if you edit a file that originated from our course repo (e.g., a HW notebook), and later pull from our 'upstream' repo again, any changes you make will require resolving `merge conflict(s)`. Thus, if you want to safetly and easily preserve any of your changes, we recommend renaming your files and/or copying them into an independent directory within your repo.\n",
"\n",
"You will need this year's repo: `https://github.com/Harvard-IACS/2020-CS109B.git`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Running code:\n",
"\n",
"## Option 2A: Managing Local Resources (supported by cs109b)\n",
"\n",
"### Use Virtual Environments: I cannot stress this enough!\n",
"\n",
"Isolating your projects inside specific environments helps you manage dependencies and therefore keep your sanity. You can recover from mess-ups by simply deleting an environment. Sometimes certain installation of libraries conflict with one another. \n",
"\n",
"In order of isolation here is what you can do: a) set up a virtual environment, b) set up a virtual machine. \n",
"The two most popular tools for setting up environments are:\n",
"\n",
"- `conda` (a package and environment manager)\n",
"- `pip` (a Python package manager) with `virtualenv` (a tool for creating environments)\n",
"\n",
"We recommend using `conda` package installation and environments. `conda` installs packages from the Anaconda Repository and Anaconda Cloud, whereas `pip` installs packages from PyPI. Even if you are using `conda` as your primary package installer and are inside a `conda` environment, you can still use `pip install` for those rare packages that are not included in the `conda` ecosystem. \n",
"\n",
"See here for more details on how to manage [Conda Environments](https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
Exercise 1: Clone of Fork the CS109b git repository. Use the cs109b.yml file to create an environment:
\n",
"\n",
"``` \n",
"$ cd /2020-CS109B/content/labs/lab01/\n",
"$ conda env create -f cs109b.yml\n",
"$ conda activate cs109b\n",
"``` \n",
"We have included the packages that you will need in the `cs109b.yml` file. It should be in the same directory as this notebook. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Option 2B: Using Cloud Resources (optional)\n",
"### Using SEAS JupyterHub (supported by cs109b)\n",
"\n",
"[Instructions for Using SEAS JupyterHub](https://canvas.harvard.edu/courses/65462/pages/instructions-for-using-seas-jupyterhub)\n",
"\n",
"SEAS and FAS are providing you with a platform in AWS to use for the class, accessible via the 'JupyterHub' menu link in Canvas. Between now and March 1, each student will have their own t2.medium AWS ec2 instance with 4GB CPU RAM, and 2 vCPUs. After March 1st the instances will be upgraded to p2.xlarge AWS ec2 instances with a GPU, 61GB CPU RAM, 12GB GPU RAM, 10gB disk space, and 4 vCPUs.\n",
"\n",
"Most of the libraries such as keras, tensorflow, pandas, etc. are pre-installed. If a library is missing you may install it via the Terminal.\n",
"\n",
"**NOTE : The AWS platform is funded by SEAS and FAS for the purposes of the class. It is not running against your individual credit. You are to use it with prudence; also it is not allowed to use it for purposes not related to this course.**\n",
"\n",
"**Help us keep this service: Make sure you stop your instance as soon as you do not need it.**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using Google Colab (on your own)\n",
"\n",
"Google's Colab platform [https://colab.research.google.com/](https://colab.research.google.com/) offers a GPU enviromnent to test your ideas, it's fast, free, with the only caveat that your files persist only for 12 hours. The solution is to keep your files in a repository and just clone it each time you use Colab. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using AWS in the Cloud (on your own)\n",
"\n",
"For those of you who want to have your own machines in the Cloud to run whatever you want, Amazon Web Services is a (paid) solution. For more see: [https://docs.aws.amazon.com/polly/latest/dg/setting-up.html](https://docs.aws.amazon.com/polly/latest/dg/setting-up.html)\n",
"\n",
"Remember, AWS is a paid service so if you let your machine run for days you will get charged! \n",
"\n",
"\n",
"*source: maybe Stanford's cs231n via Medium*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Ensuring everything is installed correctly\n",
"\n",
"## Packages we will need for this class\n",
"\n",
"- **Clustering**:\n",
" - Sklearn - [https://scikit-learn.org/stable/](https://scikit-learn.org/stable/)\n",
" - scipy - [https://www.scipy.org](https://www.scipy.org)\n",
" - gap_statistic (by Miles Granger) - [https://anaconda.org/milesgranger/gap-statistic/notebook](https://anaconda.org/milesgranger/gap-statistic/notebook)\n",
"\n",
"- **Smoothing**:\n",
" - statsmodels - [https://www.statsmodels.org/](https://www.statsmodels.org/) \n",
" statsmodels examples: https://www.statsmodels.org/stable/examples/index.html#regression \n",
" - scipy\n",
" - pyGAM - [https://pygam.readthedocs.io/en/latest/](https://pygam.readthedocs.io/en/latest/)\n",
"\n",
"- **Bayes**:\n",
" - pymc3 - [https://docs.pymc.io](https://docs.pymc.io)\n",
" \n",
"- **Neural Networks**:\n",
" - keras - [https://www.tensorflow.org/guide/keras](https://www.tensorflow.org/guide/keras)\n",
"\n",
"\n",
"We will test that these packages load correctly in our environment."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 1, 2, ..., 8, 9, 8])"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import datasets\n",
"iris = datasets.load_iris()\n",
"digits = datasets.load_digits()\n",
"digits.target # you should see [0, 1, 2, ..., 8, 9, 8]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
],
"text/plain": [
" dept Region Department Crime_pers Crime_prop Literacy Donations \\\n",
"0 1 E Ain 28870 15890 37 5098 \n",
"1 2 N Aisne 26226 5521 51 8901 \n",
"2 3 C Allier 26747 7925 13 10973 \n",
"3 4 E Basses-Alpes 12935 7289 46 2733 \n",
"4 5 E Hautes-Alpes 17488 8174 69 6962 \n",
"\n",
" Infants Suicides MainCity ... Crime_parents Infanticide \\\n",
"0 33120 35039 2:Med ... 71 60 \n",
"1 14572 12831 2:Med ... 4 82 \n",
"2 17044 114121 2:Med ... 46 42 \n",
"3 23018 14238 1:Sm ... 70 12 \n",
"4 23076 16171 1:Sm ... 22 23 \n",
"\n",
" Donation_clergy Lottery Desertion Instruction Prostitutes Distance \\\n",
"0 69 41 55 46 13 218.372 \n",
"1 36 38 82 24 327 65.945 \n",
"2 76 66 16 85 34 161.927 \n",
"3 37 80 32 29 2 351.399 \n",
"4 64 79 35 7 1 320.280 \n",
"\n",
" Area Pop1831 \n",
"0 5762 346.03 \n",
"1 7369 513.00 \n",
"2 7340 298.26 \n",
"3 6925 155.90 \n",
"4 5549 129.10 \n",
"\n",
"[5 rows x 23 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import statsmodels.api as sm\n",
"\n",
"import statsmodels.formula.api as smf\n",
"\n",
"# Load data\n",
"dat = sm.datasets.get_rdataset(\"Guerry\", \"HistData\").data\n",
"dat.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from pygam import PoissonGAM, s, te\n",
"from pygam.datasets import chicago\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"X, y = chicago(return_X_y=True)\n",
"\n",
"gam = PoissonGAM(s(0, n_splines=200) + te(3, 1) + s(2)).fit(X, y)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"XX = gam.generate_X_grid(term=1, meshgrid=True)\n",
"Z = gam.partial_dependence(term=1, X=XX, meshgrid=True)\n",
"\n",
"ax = plt.axes(projection='3d')\n",
"ax.plot_surface(XX[0], XX[1], Z, cmap='viridis')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import pymc3 as pm\n",
"print('Running PyMC3 v{}'.format(pm.__version__)) # you should see 'Running on PyMC3 v3.8'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### `matplotlib` and `seaborn`\n",
"\n",
"- `matplotlib` \n",
"- [seaborn: statistical data visualization](https://seaborn.pydata.org/). `seaborn` works great with `pandas`. It can also be customized easily. Here is the basic `seaborn` tutorial: [Seaborn tutorial](https://seaborn.pydata.org/tutorial.html)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plotting a function of 2 variables using contours\n",
"\n",
"In optimization, our objective function will often be a function of two or more variables. While it's hard to visualize a function of more than 3 variables, it's very informative to plot one of 2 variables. To do this we use contours. First we define the $x1$ and $x2$ variables and then construct their pairs using `meshgrid`. "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sn"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x1 = np.linspace(-0.1, 0.1, 50)\n",
"x2 = np.linspace(-0.1, 0.1, 100)\n",
"xx, yy = np.meshgrid(x1, x2)\n",
"z = np.sqrt(xx**2+yy**2)\n",
"plt.contour(x1,x2,z);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## We will be using `tensorflow` and `keras`\n",
"\n",
"**[TensorFlow](https://www.tensorflow.org)** is a framework for representing complicated ML algorithms and executing them in any platform, from a phone to a distributed system using GPUs. Developed by Google Brain, TensorFlow is used very broadly today. \n",
"\n",
"**[Keras](https://keras.io/)**, is a high-level API used for fast prototyping, advanced research, and production. We will use `tf.keras` which is TensorFlow's implementation of the `keras` API."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
Exercise 2: Run the following cells to make sure you have the basic libraries to do deep learning
"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.0.0\n",
"2.2.4-tf\n"
]
}
],
"source": [
"from __future__ import absolute_import, division, print_function, unicode_literals\n",
"\n",
"# TensorFlow and tf.keras\n",
"import tensorflow as tf\n",
"from tensorflow.keras import layers\n",
"from tensorflow.keras import models\n",
"from tensorflow.keras.layers import Dense\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.regularizers import l2\n",
"\n",
"tf.keras.backend.clear_session() # For easy reset of notebook state.\n",
"\n",
"print(tf.__version__) # You should see a >2.0.0 here!\n",
"print(tf.keras.__version__)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"My computer has the following GPUs: ['/job:localhost/replica:0/task:0/device:CPU:0']\n"
]
}
],
"source": [
"# Checking if our machine has NVIDIA GPUs. Mine does not..\n",
"hasGPU = tf.config.experimental_list_devices()\n",
"print(f'My computer has the following GPUs: {hasGPU}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
DELIVERABLES
\n",
"\n",
"**Submit this notebook to Canvas with the output produced**. Describe below the environment in which you will be working, e.g. I have installed the environment needed locally and have tested all the code in this notebook OR/and I am using JupyterHub\n",
"\n",
"---------------- your answer here\n",
"\n",
"\n",
"-----------------"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 1
}