{"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],[1,-1]]\n\nq_1.check()\nvisualize_conv(original_image, vertical_line_conv)","execution_count":3,"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":false,"_uuid":"40b73f60a307a65f338e5f2a4398a742fed0b7a3"},"cell_type":"code","source":"#q_1.hint()\n#q_1.solution()","execution_count":null,"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":4,"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":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"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}