From 39f49ecf8d1de25dcd194ca623a9e7683ae84997 Mon Sep 17 00:00:00 2001 From: Tuan Vu Date: Tue, 5 Jul 2016 21:09:44 -0700 Subject: [PATCH] tensor-flow-tutorials --- README.md | 3 +- .../1_tensorflow_basic.ipynb | 225 +++----------- .../2_Arrays_working_with_images.ipynb | 32 +- .../3_Placeholders.ipynb | 14 +- .../tensor-flow-tutorials/4_Iteration.ipynb | 291 ------------------ .../tensor-flow-tutorials/5_clustering.ipynb | 285 ----------------- .../tensor-flow-tutorials/functions.py | 35 --- .../tensor-flow-tutorials/generate_samples.py | 23 -- 8 files changed, 72 insertions(+), 836 deletions(-) delete mode 100644 deep-learning/tensor-flow-tutorials/4_Iteration.ipynb delete mode 100644 deep-learning/tensor-flow-tutorials/5_clustering.ipynb delete mode 100644 deep-learning/tensor-flow-tutorials/functions.py delete mode 100644 deep-learning/tensor-flow-tutorials/generate_samples.py diff --git a/README.md b/README.md index 3bd3a90..9a33ff4 100644 --- a/README.md +++ b/README.md @@ -83,14 +83,13 @@ IPython Notebook(s) demonstrating deep learning functionality. ### tensor-flow-basic-tutorials These notebooks are derived from [learningtensorflow](http://learningtensorflow.com/) +- [Term and Condition](http://learningtensorflow.com/t&c/) | Notebook | Description | |--------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------| | [tensorflow-basic](http://nbviewer.jupyter.org/github/tuanavu/machine-learning-ipython-notebooks/blob/master/deep-learning/tensorflow-tutorials/1_tensorflow_basic.ipynb) | Learn basic operations in TensorFlow, a library for various kinds of perceptual and language understanding tasks from Google. | | [tensorflow-array](http://nbviewer.jupyter.org/github/tuanavu/machine-learning-ipython-notebooks/blob/master/deep-learning/tensorflow-tutorials/2_Arrays_working_with_images.ipynb) | Using array to work with images.| | [tensorflow-placeholders](http://nbviewer.jupyter.org/github/tuanavu/machine-learning-ipython-notebooks/blob/master/deep-learning/tensorflow-tutorials/3_Placeholders.ipynb) | Understand the concept of Placeholders | -| [tensorflow-iteration](http://nbviewer.jupyter.org/github/tuanavu/machine-learning-ipython-notebooks/blob/master/deep-learning/tensorflow-tutorials/4_Iteration.ipynb) | Iteration in TensorFlow. | -| [tensorflow-clustering](http://nbviewer.jupyter.org/github/tuanavu/machine-learning-ipython-notebooks/blob/master/deep-learning/tensorflow-tutorials/5_clustering.ipynb) | Implement K-mean cluster in TensorFlow. | ### tensor-flow-tutorials diff --git a/deep-learning/tensor-flow-tutorials/1_tensorflow_basic.ipynb b/deep-learning/tensor-flow-tutorials/1_tensorflow_basic.ipynb index ddfaa51..4990cdd 100644 --- a/deep-learning/tensor-flow-tutorials/1_tensorflow_basic.ipynb +++ b/deep-learning/tensor-flow-tutorials/1_tensorflow_basic.ipynb @@ -2,12 +2,10 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "toc": "true" - }, + "metadata": {}, "source": [ - "# Table of Contents\n", - "

1  What does TensorFlow do?
2  Exercises
2.1  Exercise 1
2.2  Exercise 2
2.3  Exercise 3
" + "> This work comes from [LearningTensorFlow.com](http://learningtensorflow.com/), developed by [dataPipeline](http://datapipeline.co.au/), with whom the copyright remains. \n", + "For more tutorials and extended exercises, please see the website." ] }, { @@ -17,13 +15,6 @@ "# What does TensorFlow do?" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- http://learningtensorflow.com/lesson2/" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -67,12 +58,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This script basically just says “create a variable x with value 35, set the value of a new variable y to that plus 5, which is currently 40, and print it out”. The value 40 will print out when you run this program." + "This script basically just says “create a variable x with value 35, set the value of a new variable y to that plus 5, which is currently 40, and print it out”. The value 40 will print out when you run this program. If you aren’t familiar with python, create a new text file called `basic_script.py`, and copy that code in. Save it on your computer and run it with:\n", + "\n", + "```bash\n", + "python basic_script.py\n", + "```\n", + "\n", + "Note that the path (i.e. `basic_script.py`) must reference the file, so if it is in the Code folder, you use:\n", + "\n", + "```\n", + "python Code/basic_script.py\n", + "```\n", + "\n", + "Also, make sure you have activated the Anaconda virtual environment. On Linux, this will make your prompt look something like:\n", + "\n", + "```\n", + "(tensorenv)username@computername:~$\n", + "```\n", + "\n", + "If that is working, let’s convert it to a TensorFlow equivalent." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -81,7 +90,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n" + "\n" ] } ], @@ -98,22 +107,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "After running this, you’ll get quite a funny output, something like ``````. This is clearly not the value 40.\n", + "After running this, you’ll get quite a funny output, something like ``````. This is clearly not the value 40.\n", "\n", "The reason why, is that our program actually does something quite different to the previous one. The code here does the following:\n", "\n", - "- Import the tensorflow module and call it tf\n", + "- Import the tensorflow module and call it `tf`\n", "- Create a constant value called x, and give it the numerical value 35\n", "- Create a Variable called y, and define it as being the equation x + 5\n", "- Print out the equation object for y\n", "\n", "The subtle difference is that y isn’t given “the current value of x + 5” as in our previous program. Instead, it is effectively an equation that means “when this variable is computed, take the value of x (as it is then) and add 5 to it”. The computation of the value of y is never actually performed in the above program.\n", - "\n" + "\n", + "Let’s fix that:" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "collapsed": false }, @@ -143,178 +153,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We have removed the print(y) statement, and instead we have code that creates a session, and actually computes the value of y. This is quite a bit of boilerplate, but it works like this:\n", + "We have removed the `print(y)` statement, and instead we have code that creates a session, and actually computes the value of y. This is quite a bit of boilerplate, but it works like this:\n", "\n", - "1. Import the tensorflow module and call it tf\n", + "1. Import the tensorflow module and call it `tf`\n", "2. Create a constant value called x, and give it the numerical value 35\n", "3. Create a Variable called y, and define it as being the equation x + 5\n", - "4. Initialize the variables with initialize_all_variables (we will go into more detail on this)\n", + "4. Initialize the variables with `initialize_all_variables` (we will go into more detail on this)\n", "5. Create a session for computing the values\n", "6. Run the model created in 4\n", "7. Run just the variable y and print out its current value\n", "\n", "The step 4 above is where some magic happens. In this step, a graph is created of the dependencies between the variables. In this case, the variable y depends on the variable x, and that value is transformed by adding 5 to it. Keep in mind that this value isn’t computed until step 7, as up until then, only equations and relations are computed." ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Exercises" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 1\n", - "\n", - "- Constants can also be arrays. Predict what this code will do, then run it to confirm:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[40 45 50]\n" - ] - } - ], - "source": [ - "import tensorflow as tf\n", - "\n", - "\n", - "x = tf.constant([35, 40, 45], name='x')\n", - "y = tf.Variable(x + 5, name='y')\n", - "\n", - "\n", - "model = tf.initialize_all_variables()\n", - "\n", - "with tf.Session() as session:\n", - " session.run(model)\n", - " print(session.run(y))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 2\n", - "- Generate a NumPy array of 10,000 random numbers (called x) and create a Variable storing the equation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "$$y = 5x^2 - 3x + 15$$\n", - "\n", - "You can generate the NumPy array using the following code:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([136, 612, 947, ..., 205, 238, 803])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "data = np.random.randint(1000, size=10000)\n", - "data" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 92087 1870899 4481219 ..., 209525 282521 3221651]\n" - ] - } - ], - "source": [ - "import tensorflow as tf\n", - "\n", - "\n", - "x = tf.constant(data, name='x')\n", - "y = tf.Variable(5*(x**2) - (3*x) + 15, name='y')\n", - "\n", - "\n", - "model = tf.initialize_all_variables()\n", - "\n", - "with tf.Session() as session:\n", - " session.run(model)\n", - " print(session.run(y))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "## Exercise 3\n", - "- You can also update variables in loops, which we will use later for machine learning. Take a look at this code, and predict what it will do (then run it to check):" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n", - "2\n", - "3\n", - "4\n", - "5\n" - ] - } - ], - "source": [ - "import tensorflow as tf\n", - "\n", - "x = tf.Variable(0, name='x')\n", - "\n", - "model = tf.initialize_all_variables()\n", - "\n", - "with tf.Session() as session:\n", - " for i in range(5):\n", - " session.run(model)\n", - " x = x + 1\n", - " print(session.run(x))" - ] } ], "metadata": { @@ -336,11 +186,18 @@ "version": "2.7.11" }, "toc": { - "toc_cell": true, - "toc_number_sections": true, + "toc_cell": false, + "toc_number_sections": false, "toc_section_display": "none", "toc_threshold": "8", "toc_window_display": true + }, + "toc_position": { + "height": "86px", + "left": "1331.45px", + "right": "20px", + "top": "120px", + "width": "164px" } }, "nbformat": 4, diff --git a/deep-learning/tensor-flow-tutorials/2_Arrays_working_with_images.ipynb b/deep-learning/tensor-flow-tutorials/2_Arrays_working_with_images.ipynb index 6ebbe74..e4a0aa0 100644 --- a/deep-learning/tensor-flow-tutorials/2_Arrays_working_with_images.ipynb +++ b/deep-learning/tensor-flow-tutorials/2_Arrays_working_with_images.ipynb @@ -1,5 +1,13 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> This work comes from [LearningTensorFlow.com](http://learningtensorflow.com/), developed by [dataPipeline](http://datapipeline.co.au/), with whom the copyright remains. \n", + "For more tutorials and extended exercises, please see the website." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -29,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -100,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": { "collapsed": false }, @@ -140,7 +148,7 @@ "data": { "image/png": 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DoaJVk4QkEBMUwRBEoRYwk7uUaWjWOR4Nl0Rg3IU+Bocs/UESqTOHPuufMRquF7R9UJuz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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -170,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -179,7 +187,7 @@ "data": { "image/png": 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C9ekZdeN8guVcWT5W2lcP8PEty/nM+VKhOlVnKKJUWcczhvBwvjCsc33+wpen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kdijEzjFlFt1rWZ062ZaLkWVi1IIxdE23Q3MZtzoe1QPGmu5nsUYPa2DyrZlueWRWuMLufE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\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dghe9y/LD6JJ5uGpoCMO9D4PJFKwvRob1mjLO0gkwO4XVZigGacGJV2wgiqphw3iteKnu\nu0NBDI2k22GzNNdfkuYoKNuR9iESxe31wpwczOBCtdrOWK0SjWrqo5eRQtL8YRbDRpJWJG6SfPNr\nbLpWJk1Bq0SJaFSaRJIqVWxH2iJosHsgBEM0GQvcziv3kGKlT9YG3D6IZlnqeImLYJsuQ4c2Htxf\n8dbb93jt1Wu88vo1CM39ci3rCdHafWJJWexp7Z+rsYfxwX1Rs8KcEVyL0FGKGY1vpA58WI5gsOP1\nilqVZeydq2DntpmhZ2MXB7XZS1wcGDkxOQu3FMZxYhwaEjIHi85N36MR3ELj2oHNXLQ1M12JPgRl\ntuK0bnYMYUNgEgkYxi0zSkXbSGFiPRY0VtZaebxaU84HFtJxuDhAThLHNxe81h3wwfunnD87Y70e\nuPe9R1ycTjx9eJtbr2XycWBcNc7OzlmPA+fna1qD1CdOrr/MMF58bD69uom+VCMlucLevHltWnxS\n5kQJ2SpYBlwHB/XkhinPWSvbWHjqutwElzuFmZiw6F7i9eNXud0tOQqJ1AKiE+hEmQqrac1qGjiO\nPRJhaiPnZaCNkC8a43lFRsOUT5Ny0SBUxws3ZZjsgTPWxiiNURujKKNg3qfJ+pPMlYi6+kiIjlDx\nQSFirQNRWjUAoHrPOgSxhN2sdSUuzRtzQnKHpB5JPS0vqKmzXWBITCFS/bMsaj9r/92cnLGRJaiF\nUosxSCfrfbei1MkNNqIRwFQVMmgwckvoe7qDRN/1dF0i9Qu6bkHIxri1NtqW+DGrx8zDXhPJ2pKb\nxnHt7ZnCsDYWa52Ka/PoZngpYkmSpq45E7ms6Gj9dhMnSNEZhwSH822T3yy6RbP2RhNTjMxdpFMh\nFEv+IWe6bO3AuXc7Sxhoi5bkwR8UXk3MbYbozMcQNs5Q2oC5v12VNqkzs63qmOWUg1qbJbiWRwwB\nusRsOTdrzIUYyV0kpUYXfQjs17lUoZaAtuT6/tv5lulMZR4/PeXtb93j7u0j7rxy5LyS4N89b4+6\nxEhr5veqzPIOdg6TEw7HaQJV+xzTnNhN7qD4gwzs0dFQTocLztcXIELXd4Q+0/pE7Dtil80GMtiO\nPE6ZUipRhNy57lEO5GDJe3KNJakGnU4hegvXrkvyh3GTZg/tZA8wEaHrZqm+rayGqYwEhM42I5Og\nIwxrZVo3fhDO6VR5ujqnlAa9claVVYpc++kTljXx8tOX+ODdJ7z33fd58vApP3j4iLPTpzx875Dr\nd5eUrpgQ22QgqSSJu7deJeUDnpze+9h8emUTPZ5YtJptHq1QpzVtPVAnBxp5bzWEYDe3C/IbazDQ\nJbMIy7P5hzQa0ZX1lNETmErkcPESn7j+CV5dvMRR6ujAyBUK0zTy7OKU8zqg2shig6FUlVQaaVD0\noiDFWLqtjQwFk0eojXWNRBeQKloYFVqMtCCELDy8d87tn7pJTFsvUEQ2xC5X+LDf0jY7H/Ub0ezj\nrDc60+91Rou4yFdI2cTH8hK6HmKmSmCSSMCN0R2P3JzI0xxaOpNajElqJiDjVJhGG7zWaho6QUBb\nICbZJFIzAHf8eZcJfUc4WPD+95/y5s/eIOXeh6D2UEIMPjvv4lorW/neOtGqMVatVTNuXpso2qxm\n6h9C0w0BZkYTbbRkUvTE54ksCDkkQrRkpapoMSJPKW1zL5pMhckMNDFfYGkC1TRmQg7WHoLNuYjA\nH719yqufPmYm0Vq1soX9BW2ID51DmP1b7fPGReCozTDkde4VYEJ1qmhTavN/WOfP0h6YKTm80tuU\nMUdyFmJUYvQk3HBUSbYhap0ZwbMchbglZOGP3n3EnVvXuH1n6RWWbaRm1InZjSvvffcZt14/ZBxM\n8jnG6Bo2jWm0RGsPIWhZiCmbCmdyxm/YwioRN6gJgeXJMQfXwoZDkVzbaPZOvWzLhyvcdklMJyYY\nMaw1IddAnTKtRoJGO2+HcgqT33sFsyq0TUeKQp+TyXkDtVof3vSlhPtvPeX1T99hnCrr9eRkNYUa\n+MFgyLOzMpJj4GmslMNAOOo56CPSEv1JJB9lYlakjAzDiAg8e3LG4w9OyQeJ7lpCDzJHwaQcCQAA\nCuVJREFUOXC0POTu3TuUNjG+iK2brjug6WADPS2MwwXTxcoGfu4agwjRdIXRmFxBMZIlcBCgi8H8\nP72/tkkAQBFlbM3swrojXjm+zcv9CSfpgCSGmtBWGYcVD5884dHqlMkhgaINqdXc3KdCWQ8wGexr\nLn8nrbTJ2jGpRXKLSE72ZUvJtNtzhJx4eO997vzsHSM8bPK87zZpG2ifevuIuhUIm+n2l1sLrZnj\nUojd5ifmnpwXlkgkms6LWTozVEU2ks9GEjIRssbUpo1cwKwHM00m91rKZGWthM0gLHi/dH4Aiyf6\nECN93xuLteu4953v8ak/90lj2c79XzBVSxVvddgOvtZCm0amcevkNI3TRiJhpruHudqZh6YY+9S6\nBnaf5JgsyW8eLt7a82He/BCd+QClzMPmAd3o+IPoRAyQWdBy2DzQbC3eU666Sfrf/9YzXvn0ERKt\ndbRxsaoGEgh5SYzJ1TR9aOjSHehkcMFJaM1gks3PrTWTOp4fWJuWmfpOXSxJq5jHQsjJJTmUlBqB\n6rh1pbSIVqFN3lqZ3abUKuahTHz7nfscd0tuXT9wq7stAmkaJ0ezGR7/vW894fhWxzAaa6JMIIMb\nF8ql+USM9DmQu8SynyWl5wrP7smiJswX+wUO+iFmN5aJQsiRFN0UPAS3wbRhcHAlzS0cV7wa8rkI\nETSTvP1StJjCK1YpmzFNpo+dVVnew2qANttgDVNhGoVv/8EDTm6dMDkr2UY1Nvd5fLGi1IGuSyyP\nDuhuHJEPe3LX0VqglkA+XrDsGlKusQyV8sy0lh6dDjx6eEobK+UpyEUj3+g5Pj5mcXzMs7PHLBev\nAG9/ZD69sok+xETOjbF2xIvoYk02VNE6eEJQzHzYbfcSRIUkQpJIL8IymYiYGTD7MIfG1JRRGxo6\nXlre4cbiBodxSTZmkNGL12sePX7Mg2dPWU9ru/GSEJuV9GUyWFvTCtHw7aqNEhzxE4SWI7XvCZ2V\nl8HNQEIUJEaiIyFy7r0f2n4oycssIKxbQSrb1eMenZcs96yHgwHYIirR4IvdwuGJxui0ZOC7pQpE\nH0pu2iS2kylarGSnUpv5opYybhAMIUTobCcUo39RfCdmX3gzHknZDLhnf9TO6eubB4vqD1cpuiWn\n1Wa7ojIOhqpx6WL90Ptb9daWmvofDutLjpYxxT+TuggSL8lezOfh0g3qO1v3GB7HYgSZ0bX8W0G0\nkBMsFr0NDtX9igOo2AQvAqUYokdFGapyPhmcklkqGUEk0aVZJM4SiIozqmmb2YRgSKMyCdOkDIOz\nbBuORPLKYGNfaf34Nv/94MSrGtAkjtyx/w/aKE0oRShTo0z2wJToI+YgTMPEd967x4H23LpxaOfV\n2qZV08Qw5lMtULfVTNcbCKAojv5xzR4RiIGuS8ZA740I1zkz3VqAsmnDJSqx8xaV2yXG4NIRLls8\nkyqsDSVuBqMbU3lVcZVNa8OhAcHvRaK1irTZbNB3XF00tzdmspcazn7tFW7VxjiOnK0GVucTF6s1\nq9PRxO50bi2b725pE92i5/jwmJs3jjg5XnC07EgxsR5gPTkqLEfy7Rusc0LLQD1dc/P8gpMbkbqu\nDOvKapzoQmSxyEbIu4A7N25+bD69sol+M6RS3OVpiUiktIlY46X36eaHVgkkosIiKItoVnoH0ZmU\nQRybq0yqLIksFzc5ztc5SAtztPdW0TCsef/ZQ+49fcTj1RkiSt8qVBu1oJVhMveokcIqjIyxYIrK\n2ZiDeUHOmdhlYjbBLZOKiRtN7Y1qYLLdSPWEpZuSWb0HazAuUESrDQOD35iU7ft9QIREYlxC7Kyv\nSKQxiz5ZTM1crqwHj5Woszomc6VQqNPIWCYbwI7VdUMyMfWXdsUu1gbu5BRJOW+MtueyfoZKBh+G\nbnvwbbvWZjvoDS7fE7yhOarPaJzFWF0r3Y9bK8B27DaIT5fO0auODR6eTY+8bsxZivVux4kyt4jG\nynq9ZhpGAo1+YTC5lKFJZWzmt9iKUlpAqplkbJibQZgqrIa28eeNG4SNCcUFZ3LO0sU2h+4IqkRX\nEw2SUCamSRlHbxeMzQeQWx4J0XkTPqtCDH8fI6Te8fQ4p88F1kpTpqkxrK1HHqNpvEoODG3kO++8\nyzJ03Ll5zYfbZfs99Y2HySvr9r5OVsWJRKaq1GzVBWIy3XnRc7BY0i86upS9cnVdGZdgFrGWq1Lp\nxRjBM4FJMA0jQ4rZmrezhhF1XwGt08YEZX4IaAsIvdMqAxkzEwGr7BIJQanFBulIoFQAu3YhRrNI\nnNSg3hVTOa0Tq+mcRepJOW3u6YvpKddvHHP9+ITDgyUny45lF+ndqU1LI9RErA1pkeVBT+KQ4XGl\ndpHrdPSyZF0yFy1wsVqxWCRyzExPz1jEjmtbmdYfzadbLtPVCZm3J/vYxz72sY8/Vuhl6rLHlUz0\n+9jHPvaxjz+5CP/7t+xjH/vYxz5e5Ngn+n3sYx/72PG4UoleRD4vIn8oIv9TRH71eZ/PTxIi8s9F\n5IGIfO3Ssesi8iUR+aaI/EcRObn0335NRN4SkW+IyOcuHf/zIvI1/0z+6f/rdfyfhoi8LiK/IyL/\nXUS+LiK/5Md3cs0i0ovI74nIV3y9v+7Hd3K9l0NEgoh8WUS+6H/e6TWLyHdF5L/5tf6vfuzFWvOH\nYWrP6wd76LwNvAlk4KvAzzzv8/oJ1vOXgJ8Dvnbp2D8GfsVf/yrwj/z1nwG+gqGgPumfwzw/+T3g\nL/rr/wD8tee9to9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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -252,15 +260,15 @@ "source": [ "For this function, it can be best thought of as:\n", "\n", - "1. Iterate through the array according to batch_dim. Setting batch_dim=0 means we go through the rows (top to bottom). For each item in the iteration\n", - "2. Slice a second dimension, denoted by seq_dim. Setting seq_dim=1 means we go through the columns (left to right). The slice for the nth item in the iteration is denoted by the nth item in seq_lengths\n", + "1. Iterate through the array according to `batch_dim`. Setting `batch_dim=0` means we go through the rows (top to bottom). For each item in the iteration\n", + "2. Slice a second dimension, denoted by `seq_dim`. Setting `seq_dim=1` means we go through the columns (left to right). The slice for the nth item in the iteration is denoted by the nth item in `seq_lengths`\n", "\n", "Lets see it in action:" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -276,7 +284,7 @@ "data": { "image/png": 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pN5Z74Jt1tK8dalBVsCj52pJ1d2uSI3LUUsRGzm/xiJSoSOCaI22CVHmWbukP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+CkREVJIy3WOZwF6wPBNlTxsbuMHrfXJ+cagns0xUYr3aJVdFJbijRzWF1eYTQeYl25bnRXRiHy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571/h+NoUt7J0eYeUGi3nDG7D3ZOBfjHBZikqVM0CfnOAmd9lHCIiBLRQrN9aEJjymcmW3wsO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\nkD0ZFE/siT1kTwbFE3tiD9n/B6RHp/bVdgL7AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -318,12 +326,10 @@ ] }, { - "cell_type": "code", - "execution_count": 7, + "cell_type": "raw", "metadata": { "collapsed": true }, - "outputs": [], "source": [ "x = tf.reverse_sequence(x, np.ones((height,)) * width, 1, batch_dim=0)" ] @@ -364,7 +370,7 @@ }, "toc": { "toc_cell": false, - "toc_number_sections": true, + "toc_number_sections": false, "toc_threshold": "8", "toc_window_display": true } diff --git a/deep-learning/tensor-flow-tutorials/3_Placeholders.ipynb b/deep-learning/tensor-flow-tutorials/3_Placeholders.ipynb index 7ffb0d7..0124c01 100644 --- a/deep-learning/tensor-flow-tutorials/3_Placeholders.ipynb +++ b/deep-learning/tensor-flow-tutorials/3_Placeholders.ipynb @@ -1,5 +1,13 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> This work comes from [LearningTensorFlow.com](http://learningtensorflow.com/), developed by [dataPipeline](http://datapipeline.co.au/), with whom the copyright remains. \n", + "For more tutorials and extended exercises, please see the website." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -81,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": false }, @@ -119,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -135,7 +143,7 @@ "data": { "image/png": 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9Wci7InC/yXotk3MeNOEkoGLIrx4IXadUA89w4Kmcw1eCCx7vLYo/cOFdvOaF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6lfbqRaqvrpURRdRn8rQc970e2rJrs13rXa+FUa12lVuzA+3fGszfiSm8ZYzV4FcZFsUulCyiNp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\n5uK4rzIJk3bUli2Y9ugta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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/deep-learning/tensor-flow-tutorials/4_Iteration.ipynb b/deep-learning/tensor-flow-tutorials/4_Iteration.ipynb deleted file mode 100644 index d75de17..0000000 --- a/deep-learning/tensor-flow-tutorials/4_Iteration.ipynb +++ /dev/null @@ -1,291 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Iteration" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that we have a few examples under our belt, let us take a look at what is happening a bit more closely.\n", - "\n", - "As we have identified earlier, TensorFlow allows us to create a graph of operations and variables. These variables are called **Tensors**, and represent data, whether that is a single number, a string, a matrix, or something else. **Tensors** are combined through operations, and this whole process is modelled in a graph.\n", - "\n", - "First, make sure you have your **tensorenv** virtual environment activated, Once it is activated type in **conda install jupyter** to install jupter books.\n", - "\n", - "Then, run **jupyter notebook** to launch a browser session of the Jupyter Notebook (previously called the IPython Notebook). (If your browser doesn’t open, open it and type **localhost:8888** into the browser’s address bar.)\n", - "\n", - "Click “New” and then “Python 3” under “Notebooks”. This will launch a new browser tab. Give the notebook a name by clicking “Untitled” at the top and give it a name (I used “Interactive TensorFlow”).\n", - "\n", - "> If you have never used a Jupyter Notebook (or IPython Notebook) before, take a look [at this site](http://opentechschool.github.io/python-data-intro/core/notebook.html) for a brief introduction.\n", - "\n", - "Next, as before, let’s create a basic TensorFlow program. One major change is the use of an **InteractiveSession**, which allows us to run variables without needing to constantly refer to the session object (less typing!). Code blocks below are broken into different cells. If you see a break in the code, you will need to run the previous cell first. Also, if you aren’t otherwise confident, ensure all of the code in a given block is type into a cell before you run it." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import tensorflow as tf\n", - "\n", - "session = tf.InteractiveSession()\n", - "\n", - "x = tf.constant(list(range(10)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In this section of code, we create an **InteractiveSession**, and then define a **constant** value, which is like a placeholder, but with a set value (that doesn’t change). In the next cell, we can evaluate this constant and print the result." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0 1 2 3 4 5 6 7 8 9]\n" - ] - } - ], - "source": [ - "print(x.eval())" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "session.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Closing sessions is quite important, and can be easy to forget. For that reason, we were using the **with** keyword in earlier tutorials to handle this. When the **with** block is finished executing, the session will be closed (this also happens if an error happens - the session is still closed).\n", - "\n", - "Now lets take a look at a larger example. In this example, we will take a very large matrix and compute on it, keeping track of when memory is used. First, let’s find out how much memory our Python session is currently using:" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3944091648 Kb\n" - ] - } - ], - "source": [ - "import resource\n", - "print(\"{} Kb\".format(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "On my system, this is using 78496 kilobytes, after running the above code as well. Now, create a new session, and define two matrices:" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "session = tf.InteractiveSession()\n", - "\n", - "X = tf.constant(np.eye(10000))\n", - "Y = tf.constant(np.random.randn(10000, 300))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let’s take a look at our memory usage again:" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3944091648 Kb\n" - ] - } - ], - "source": [ - "print(\"{} Kb\".format(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "On my system, the memory usage jumped to 885,220 Kb - those matrices are large!\n", - "\n", - "Now, let’s multiply those matrices together using matmul:" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "Z = tf.matmul(X, Y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we check our memory usage now, we find that no more memory has been used – no actual computation of Z has taken place. It is only when we evaluate the operation do we actually computer this. For an interactive session, you can just use **Z.eval()**, rather than run **session.run(Z)**. Note that you can’t always rely on .eval(), as this is a shortcut that uses the “default” session, not necessarily the one you want to use." - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[-1.34447547, 0.21090638, 0.43680784, ..., 0.73037215,\n", - " -0.23213385, -1.12871138],\n", - " [ 0.64485571, -0.54936434, 0.35649891, ..., -0.12413736,\n", - " -0.58614079, -0.32230335],\n", - " [ 0.37195075, 0.20654139, -0.15417305, ..., 0.11346775,\n", - " 0.23759908, -1.27450529],\n", - " ..., \n", - " [ 0.63094722, -2.96401008, -1.58592691, ..., -1.57240119,\n", - " -0.34051408, 0.53935437],\n", - " [-1.97724198, -0.32331035, -0.98294343, ..., -1.56477455,\n", - " -0.02398526, -0.37687652],\n", - " [-0.70687284, 2.04289277, -0.57564784, ..., -0.40614639,\n", - " -0.12381717, -2.23741137]])" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Z.eval()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Your computer will think for quite a while, because only now is it actually performing the action of multiplying those matrices. Checking the memory usage afterwards reveals that this computation has happened, as it now uses nearly 3Gb!" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4016365568 Kb\n" - ] - } - ], - "source": [ - "print(\"{} Kb\".format(resource.getrusage(resource.RUSAGE_SELF).ru_maxrss))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Don’t forget to close your session!" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "session.close()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" - }, - "toc": { - "toc_cell": false, - "toc_number_sections": false, - "toc_threshold": "8", - "toc_window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/deep-learning/tensor-flow-tutorials/5_clustering.ipynb b/deep-learning/tensor-flow-tutorials/5_clustering.ipynb deleted file mode 100644 index 1eb5d2c..0000000 --- a/deep-learning/tensor-flow-tutorials/5_clustering.ipynb +++ /dev/null @@ -1,285 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "toc": "true" - }, - "source": [ - "# Table of Contents\n", - "

" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Clustering and k-means" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We now venture into our first application, which is clustering with the k-means algorithm. Clustering is a data mining exercise where we take a bunch of data and find groups of points that are similar to each other. K-means is an algorithm that is great for finding clusters in many types of datasets." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Generating Samples" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First up, we are going to need to generate some samples. We could generate the samples randomly, but that is likely to either give us very sparse points, or just one big group - not very exciting for clustering.\n", - "\n", - "Instead, we are going to start by generating three centroids, and then randomly choose (with a normal distribution) around that point. First up, here is a method for doing this:\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Overwriting functions.py\n" - ] - } - ], - "source": [ - "%%writefile functions.py\n", - "\n", - "import tensorflow as tf\n", - "import numpy as np\n", - "\n", - "\n", - "def create_samples(n_clusters, n_samples_per_cluster, n_features, embiggen_factor, seed):\n", - " np.random.seed(seed)\n", - " slices = []\n", - " centroids = []\n", - " # Create samples for each cluster\n", - " for i in range(n_clusters):\n", - " samples = tf.random_normal((n_samples_per_cluster, n_features),\n", - " mean=0.0, stddev=5.0, dtype=tf.float32, seed=seed, name=\"cluster_{}\".format(i))\n", - " current_centroid = (np.random.random((1, n_features)) * embiggen_factor) - (embiggen_factor/2)\n", - " centroids.append(current_centroid)\n", - " samples += current_centroid\n", - " slices.append(samples)\n", - " # Create a big \"samples\" dataset\n", - " samples = tf.concat(0, slices, name='samples')\n", - " centroids = tf.concat(0, centroids, name='centroids')\n", - " return centroids, samples\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The way this works is to create **n_clusters different** centroids at random (using **np.random.random((1, n_features))**) and using those as the centre points for **tf.random_normal**. The **tf.random_normal** function generates normally distributed random values, which we then add to the current centre point. This creates a blob of points around that center. We then record the centroids (**centroids.append**) and the generated samples (**slices.append(samples)**). Finally, we create “One big list of samples” using **tf.concat**, and convert the centroids to a TensorFlow Variable as well, also using **tf.concat**.\n", - "\n", - "Saving this **create_samples** method in a file called **functions.py** allows us to import these methods into our scripts for this (and the next!) lesson. Create a new file called **generate_samples.py**, which has the following code:" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Overwriting generate_samples.py\n" - ] - } - ], - "source": [ - "%%writefile generate_samples.py\n", - "\n", - "import tensorflow as tf\n", - "import numpy as np\n", - "\n", - "from functions import create_samples\n", - "\n", - "n_features = 2\n", - "n_clusters = 3\n", - "n_samples_per_cluster = 500\n", - "seed = 700\n", - "embiggen_factor = 70\n", - "\n", - "np.random.seed(seed)\n", - "\n", - "centroids, samples = create_samples(n_clusters, n_samples_per_cluster, n_features, embiggen_factor, seed)\n", - "\n", - "model = tf.initialize_all_variables()\n", - "with tf.Session() as session:\n", - " sample_values = session.run(samples)\n", - " centroid_values = session.run(centroids)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This just sets up the number of clusters and features (I recommend keeping the number of features at 2, allowing us to visualise them later), and the number of samples to generate. Increasing the [embiggen_factor](https://en.wiktionary.org/wiki/embiggen) will increase the “spread” or the size of the clusters. I chose a value here that provides good learning opportunity, as it generates visually identifiable clusters.\n", - "\n", - "To visualise the results, lets create a plotting function using matplotlib. Add this code to functions.py:" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Appending to functions.py\n" - ] - } - ], - "source": [ - "%%writefile -a functions.py\n", - "\n", - "\n", - "def plot_clusters(all_samples, centroids, n_samples_per_cluster):\n", - " import matplotlib.pyplot as plt\n", - " # Plot out the different clusters\n", - " # Choose a different colour for each cluster\n", - " colour = plt.cm.rainbow(np.linspace(0,1,len(centroids)))\n", - " for i, centroid in enumerate(centroids):\n", - " # Grab just the samples fpr the given cluster and plot them out with a new colour\n", - " samples = all_samples[i*n_samples_per_cluster:(i+1)*n_samples_per_cluster]\n", - " plt.scatter(samples[:,0], samples[:,1], c=colour[i])\n", - " # Also plot centroid\n", - " plt.plot(centroid[0], centroid[1], markersize=35, marker=\"x\", color='k', mew=10)\n", - " plt.plot(centroid[0], centroid[1], markersize=30, marker=\"x\", color='m', mew=5)\n", - " plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "All this code does is plots out the samples from each cluster using a different colour, and creates a big magenta X where the centroid is. The centroid is given as an argument, which will be handy later on.\n", - "\n", - "Update the **generate_samples.py** to import this function by adding **from functions import plot_clusters** to the top of the file. Then, add this line of code to the bottom:\n", - "\n", - "```python\n", - "plot_clusters(sample_values, centroid_values, n_samples_per_cluster)\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Overwriting generate_samples.py\n" - ] - } - ], - "source": [ - "%%writefile generate_samples.py\n", - "\n", - "import tensorflow as tf\n", - "import numpy as np\n", - "\n", - "from functions import create_samples\n", - "from functions import plot_clusters\n", - "\n", - "n_features = 2\n", - "n_clusters = 3\n", - "n_samples_per_cluster = 500\n", - "seed = 700\n", - "embiggen_factor = 70\n", - "\n", - "np.random.seed(seed)\n", - "\n", - "centroids, samples = create_samples(n_clusters, n_samples_per_cluster, n_features, embiggen_factor, seed)\n", - "\n", - "model = tf.initialize_all_variables()\n", - "with tf.Session() as session:\n", - " sample_values = session.run(samples)\n", - " centroid_values = session.run(centroids)\n", - " \n", - "plot_clusters(sample_values, centroid_values, n_samples_per_cluster)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "!python generate_samples.py" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Initialisation" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" - }, - "toc": { - "toc_cell": true, - "toc_number_sections": true, - "toc_threshold": "8", - "toc_window_display": true - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/deep-learning/tensor-flow-tutorials/functions.py b/deep-learning/tensor-flow-tutorials/functions.py deleted file mode 100644 index 4120d39..0000000 --- a/deep-learning/tensor-flow-tutorials/functions.py +++ /dev/null @@ -1,35 +0,0 @@ - -import tensorflow as tf -import numpy as np - - -def create_samples(n_clusters, n_samples_per_cluster, n_features, embiggen_factor, seed): - np.random.seed(seed) - slices = [] - centroids = [] - # Create samples for each cluster - for i in range(n_clusters): - samples = tf.random_normal((n_samples_per_cluster, n_features), - mean=0.0, stddev=5.0, dtype=tf.float32, seed=seed, name="cluster_{}".format(i)) - current_centroid = (np.random.random((1, n_features)) * embiggen_factor) - (embiggen_factor/2) - centroids.append(current_centroid) - samples += current_centroid - slices.append(samples) - # Create a big "samples" dataset - samples = tf.concat(0, slices, name='samples') - centroids = tf.concat(0, centroids, name='centroids') - return centroids, samples - -def plot_clusters(all_samples, centroids, n_samples_per_cluster): - import matplotlib.pyplot as plt - # Plot out the different clusters - # Choose a different colour for each cluster - colour = plt.cm.rainbow(np.linspace(0,1,len(centroids))) - for i, centroid in enumerate(centroids): - # Grab just the samples fpr the given cluster and plot them out with a new colour - samples = all_samples[i*n_samples_per_cluster:(i+1)*n_samples_per_cluster] - plt.scatter(samples[:,0], samples[:,1], c=colour[i]) - # Also plot centroid - plt.plot(centroid[0], centroid[1], markersize=35, marker="x", color='k', mew=10) - plt.plot(centroid[0], centroid[1], markersize=30, marker="x", color='m', mew=5) - plt.show() \ No newline at end of file diff --git a/deep-learning/tensor-flow-tutorials/generate_samples.py b/deep-learning/tensor-flow-tutorials/generate_samples.py deleted file mode 100644 index 35d89a2..0000000 --- a/deep-learning/tensor-flow-tutorials/generate_samples.py +++ /dev/null @@ -1,23 +0,0 @@ - -import tensorflow as tf -import numpy as np - -from functions import create_samples -from functions import plot_clusters - -n_features = 2 -n_clusters = 3 -n_samples_per_cluster = 500 -seed = 700 -embiggen_factor = 70 - -np.random.seed(seed) - -centroids, samples = create_samples(n_clusters, n_samples_per_cluster, n_features, embiggen_factor, seed) - -model = tf.initialize_all_variables() -with tf.Session() as session: - sample_values = session.run(samples) - centroid_values = session.run(centroids) - -plot_clusters(sample_values, centroid_values, n_samples_per_cluster) \ No newline at end of file