{"cells":[{"metadata":{"_uuid":"dfa26de2c0a3e57e602d8ea83fe350a79e52b7d2"},"cell_type":"markdown","source":"# Intro\n\nYou don't directly choose the numbers to go into your convolutions for deep learning... instead the deep learning technique determines what convolutions will be useful from the data (as part of model-training). We'll come back to how the model does that soon.\n\n![Imgur](https://i.imgur.com/op9Maqr.png)\n\nBut looking closely at convolutions and how they are applied to your image will improve your intuition for these models, how they work, and how to debug them when they don't work.\n\n**Let's get started.**\n\n# Exercises\nWe'll use some small utilty functions to visualize raw images and some results of your code. Execute the next cell to load the utility functions."},{"metadata":{"trusted":true,"_uuid":"22c9e254e85d81d9cf45a9b7a18bbc9231116c53"},"cell_type":"code","source":"# Set up code checking\nfrom learntools.core import binder\nbinder.bind(globals())\nfrom learntools.deep_learning.exercise_1 import *\nprint(\"Setup Complete\")","execution_count":1,"outputs":[{"output_type":"stream","text":"Setup Complete\n","name":"stdout"}]},{"metadata":{"_uuid":"2f7dd43422b405ea73a9464824bad566f7a05085"},"cell_type":"markdown","source":"### Exercise 1\n\nIn the video, you saw a convolution that detected horizontal lines. That convolution shows up again in the code cell below.\n\nRun the cell to see a raw image as well as the output from applying this convolution to the image.\n"},{"metadata":{"trusted":true,"_uuid":"dab59df103b380a0e296f18cbd426d73b554efa4"},"cell_type":"code","source":"horizontal_line_conv = [[1, 1], \n                        [-1, -1]]\n# load_my_image and visualize_conv are utility functions provided for this exercise\noriginal_image = load_my_image() \nvisualize_conv(original_image, horizontal_line_conv)","execution_count":2,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"7b3e56ad9cdc9ecdcd01be9fb7d0441850abffd9"},"cell_type":"markdown","source":"Now it's your turn. Instead of a horizontal line detector, you will create a vertical line detector.\n\n**Replace the underscores with numbers to make a vertical line detector and uncomment both lines of code in the cell below. Then run **"},{"metadata":{"trusted":true,"_uuid":"9e3bede740b2bc5802d2a9aea645ed47ac1e0180"},"cell_type":"code","source":"vertical_line_conv = [[-1, 1], \n                        [-1, 1]]\n\nq_1.check()\nvisualize_conv(original_image, vertical_line_conv)","execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","application/javascript":"parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"outcomeType\": 1, \"valueTowardsCompletion\": 1.0, \"interactionType\": 1, \"questionType\": 2, \"learnTutorialId\": 74, \"questionId\": \"1_VerticalLineDetector\", \"learnToolsVersion\": \"0.2.13\", \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\"}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Correct","text/markdown":"<span style=\"color:#33cc33\">Correct</span>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"_uuid":"149058a1e14013344ca5bcc91e3f8689ae1c4dda"},"cell_type":"markdown","source":"If you'd like a hint or the solution, uncomment the appropriate line below."},{"metadata":{"trusted":true,"_uuid":"40b73f60a307a65f338e5f2a4398a742fed0b7a3"},"cell_type":"code","source":"#q_1.hint()\n#q_1.solution()","execution_count":9,"outputs":[]},{"metadata":{"_uuid":"9b7ab0904ccdb4c97ae9ee67e5fb758d1bf09a78"},"cell_type":"markdown","source":"### Exercise 2\nThe convolutions you've seen are 2x2.  But you could have larger convolutions. They could be 3x3, 4x4, etc.  They don't even have to be square. Nothing prevents using a 4x7 convolution.\n\nCompare the number of visual patterns that can be captured by small convolutions. Which of the following is true?\n\n- There are more visual patterns that can be captured by large convolutions\n- There are fewer visual patterns that can be captured by large convolutions\n- The number of visual patterns that can be captured by large convolutions is the same as the number of visual patterns that can be captured by small convolutions?\n\nOnce you think you know the answer, check it by uncommenting and running the line below."},{"metadata":{"trusted":true,"_uuid":"f172f3d82c571f3f4e535624dae565b650bce23d"},"cell_type":"code","source":"q_2.solution()","execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.Javascript object>","application/javascript":"parent.postMessage({\"jupyterEvent\": \"custom.exercise_interaction\", \"data\": {\"interactionType\": 3, \"questionType\": 4, \"learnTutorialId\": 74, \"questionId\": \"2_BigVsSmallConvolutions\", \"learnToolsVersion\": \"0.2.13\", \"valueTowardsCompletion\": 0.0, \"failureMessage\": \"\", \"exceptionClass\": \"\", \"trace\": \"\", \"outcomeType\": 4}}, \"*\")"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"Solution: \nWhile any one convolution measures only a single pattern, there are more possible convolutions that can be created with large sizes.\nSo there are also more patterns that can be captured with large convolutions.\n\nFor example, it's possible to create a 3x3 convolution that filters for bright pixels with a dark one in the middle. There is no\nconfiguration of a 2x2 convolution that would capture this.\n\nOn the other hand, anything that can be captured by a 2x2 convolution could also be captured by a 3x3 convolution.\n\nDoes this mean powerful models require extremely large convolutions?  Not necessarily.\nIn the next lesson, you will see how deep learning models put together many convolutions to capture complex patterns... including patterns to complex to be captured by any single convolution.","text/markdown":"<span style=\"color:#33cc99\">Solution:</span> \nWhile any one convolution measures only a single pattern, there are more possible convolutions that can be created with large sizes.\nSo there are also more patterns that can be captured with large convolutions.\n\nFor example, it's possible to create a 3x3 convolution that filters for bright pixels with a dark one in the middle. There is no\nconfiguration of a 2x2 convolution that would capture this.\n\nOn the other hand, anything that can be captured by a 2x2 convolution could also be captured by a 3x3 convolution.\n\nDoes this mean powerful models require extremely large convolutions?  Not necessarily.\nIn the next lesson, you will see how deep learning models put together many convolutions to capture complex patterns... including patterns to complex to be captured by any single convolution.\n"},"metadata":{}}]},{"metadata":{"_uuid":"8931720b0277735007ae1bb4da8b45cdf804e326"},"cell_type":"markdown","source":"# Keep Going\nNow you are ready to **[combine convolutions into powerful models](https://www.kaggle.com/dansbecker/building-models-from-convolutions).** These models are fun to work with, so keep going.\n\n---\n**[Deep Learning Course Home Page](https://www.kaggle.com/learn/deep-learning)**\n"}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}