{"id":14743,"date":"2019-04-27T14:32:55","date_gmt":"2019-04-27T18:32:55","guid":{"rendered":"http:\/\/bangla.salearningschool.com\/recent-posts\/learn-deep-learning-by-examples-from-the-book-deep-learning-with-python\/"},"modified":"2019-04-27T14:32:55","modified_gmt":"2019-04-27T18:32:55","slug":"learn-deep-learning-by-examples-from-the-book-deep-learning-with-python","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=14743","title":{"rendered":"Learn Deep Learning by Examples from the book : Deep Learning with Python"},"content":{"rendered":"<p><strong>Reference:<\/strong><br \/>\n<a href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\">https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks<\/a><\/p>\n<p><strong>Jupyter notebooks for the code samples of the book &quot;Deep Learning with Python&quot;<\/strong><br \/>\n<strong>Book Link: <\/strong><a href=\"https:\/\/www.manning.com\/books\/deep-learning-with-python?a_aid=keras&amp;a_bid=76564dff\">https:\/\/www.manning.com\/books\/deep-learning-with-python?a_aid=keras&amp;a_bid=76564dff<\/a><\/p>\n<p>You might want to search Google if the publisher\/author published the book for free online viewing. Sometimes authors do that.<\/p>\n<table>\n<thead>\n<tr>\n<th>Type<\/th>\n<th>Name<\/th>\n<th>Latest commit message<\/th>\n<th>Commit time<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><a title=\"2.1-a-first-look-at-a-neural-network.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/2.1-a-first-look-at-a-neural-network.ipynb\">2.1-a-first-look-at-a-neural-network.ipynb<\/a><\/td>\n<td><a title=\"Add notebooks\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/96d58b5727fcf76106f929f5ce24c40fc9b46d75\">Add notebooks<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"3.5-classifying-movie-reviews.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/3.5-classifying-movie-reviews.ipynb\">3.5-classifying-movie-reviews.ipynb<\/a><\/td>\n<td><a title=\"Add notebooks\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/96d58b5727fcf76106f929f5ce24c40fc9b46d75\">Add notebooks<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"3.6-classifying-newswires.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/3.6-classifying-newswires.ipynb\">3.6-classifying-newswires.ipynb<\/a><\/td>\n<td><a title=\"Add notebooks\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/96d58b5727fcf76106f929f5ce24c40fc9b46d75\">Add notebooks<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"3.7-predicting-house-prices.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/3.7-predicting-house-prices.ipynb\">3.7-predicting-house-prices.ipynb<\/a><\/td>\n<td><a title=\"typos\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/04f410656e213969b4378e9e1f48963b481cdaff\">typos<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"4.4-overfitting-and-underfitting.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/4.4-overfitting-and-underfitting.ipynb\">4.4-overfitting-and-underfitting.ipynb<\/a><\/td>\n<td><a title=\"typos\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/04f410656e213969b4378e9e1f48963b481cdaff\">typos<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"5.1-introduction-to-convnets.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/5.1-introduction-to-convnets.ipynb\">5.1-introduction-to-convnets.ipynb<\/a><\/td>\n<td><a title=\"Add notebooks\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/96d58b5727fcf76106f929f5ce24c40fc9b46d75\">Add notebooks<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"5.2-using-convnets-with-small-datasets.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/5.2-using-convnets-with-small-datasets.ipynb\">5.2-using-convnets-with-small-datasets.ipynb<\/a><\/td>\n<td><a title=\"typos\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/04f410656e213969b4378e9e1f48963b481cdaff\">typos<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"5.3-using-a-pretrained-convnet.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/5.3-using-a-pretrained-convnet.ipynb\">5.3-using-a-pretrained-convnet.ipynb<\/a><\/td>\n<td><a title=\"Add notebooks\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/96d58b5727fcf76106f929f5ce24c40fc9b46d75\">Add notebooks<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"5.4-visualizing-what-convnets-learn.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/5.4-visualizing-what-convnets-learn.ipynb\">5.4-visualizing-what-convnets-learn.ipynb<\/a><\/td>\n<td><a title=\"typos\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/04f410656e213969b4378e9e1f48963b481cdaff\">typos<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"6.1-one-hot-encoding-of-words-or-characters.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/6.1-one-hot-encoding-of-words-or-characters.ipynb\">6.1-one-hot-encoding-of-words-or-characters.ipynb<\/a><\/td>\n<td><a title=\"typos\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/dcaf783f7ce180e779983885faff168936cf50c7\">typos<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"6.1-using-word-embeddings.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/6.1-using-word-embeddings.ipynb\">6.1-using-word-embeddings.ipynb<\/a><\/td>\n<td><a title=\"typos\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/dcaf783f7ce180e779983885faff168936cf50c7\">typos<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"6.2-understanding-recurrent-neural-networks.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/6.2-understanding-recurrent-neural-networks.ipynb\">6.2-understanding-recurrent-neural-networks.ipynb<\/a><\/td>\n<td><a title=\"Add notebooks\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/96d58b5727fcf76106f929f5ce24c40fc9b46d75\">Add notebooks<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"6.3-advanced-usage-of-recurrent-neural-networks.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/6.3-advanced-usage-of-recurrent-neural-networks.ipynb\">6.3-advanced-usage-of-recurrent-neural-networks.ipynb<\/a><\/td>\n<td><a title=\"typos\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/51d69a69f826330621d9622e5e4494c4d639b761\">typos<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"6.4-sequence-processing-with-convnets.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/6.4-sequence-processing-with-convnets.ipynb\">6.4-sequence-processing-with-convnets.ipynb<\/a><\/td>\n<td><a title=\"Update 6.4\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/7e819b6eaf3f6e48b5e2fdc4778d58c1f039da29\">Update 6.4<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"8.1-text-generation-with-lstm.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/8.1-text-generation-with-lstm.ipynb\">8.1-text-generation-with-lstm.ipynb<\/a><\/td>\n<td><a title=\"Add notebooks\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/96d58b5727fcf76106f929f5ce24c40fc9b46d75\">Add notebooks<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"8.2-deep-dream.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/8.2-deep-dream.ipynb\">8.2-deep-dream.ipynb<\/a><\/td>\n<td><a title=\"Add notebooks\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/96d58b5727fcf76106f929f5ce24c40fc9b46d75\">Add notebooks<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"8.3-neural-style-transfer.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/8.3-neural-style-transfer.ipynb\">8.3-neural-style-transfer.ipynb<\/a><\/td>\n<td><a title=\"Add notebooks\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/96d58b5727fcf76106f929f5ce24c40fc9b46d75\">Add notebooks<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"8.4-generating-images-with-vaes.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/8.4-generating-images-with-vaes.ipynb\">8.4-generating-images-with-vaes.ipynb<\/a><\/td>\n<td><a title=\"Edit documentation Change `img_img` to `input_img`\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/1ff22226d6e21fac67c8edc4497e2148867582f3\">Edit documentation<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"8.5-introduction-to-gans.ipynb\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/8.5-introduction-to-gans.ipynb\">8.5-introduction-to-gans.ipynb<\/a><\/td>\n<td><a title=\"Add notebooks\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/96d58b5727fcf76106f929f5ce24c40fc9b46d75\">Add notebooks<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"LICENSE\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/LICENSE\">LICENSE<\/a><\/td>\n<td><a title=\"Initial commit\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/386a7c191d922bd6c37ec5e525199cb33f18eb58\">Initial commit<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<tr>\n<td><a title=\"README.md\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/blob\/master\/README.md\">README.md<\/a><\/td>\n<td><a title=\"Add nbviewer links to READE Better and faster browsing.\" href=\"https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks\/commit\/d3ffd3be2127ce57f8413b8642be57a06909e6bf\">Add nbviewer links to READE<\/a><\/td>\n<td>2 years ago<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\n<\/h3>\n<p>&quot;This repository contains Jupyter notebooks implementing the code samples found in the book <a href=\"https:\/\/www.manning.com\/books\/deep-learning-with-python?a_aid=keras&amp;a_bid=76564dff\">Deep Learning with Python (Manning Publications)<\/a>. &quot;<\/p>\n<p>&quot;These notebooks use Python 3.6 and Keras 2.0.8. &quot;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Reference: https:\/\/github.com\/fchollet\/deep-learning-with-python-notebooks Jupyter notebooks for the code samples of the book &quot;Deep Learning with Python&quot; Book Link: https:\/\/www.manning.com\/books\/deep-learning-with-python?a_aid=keras&amp;a_bid=76564dff You might want to search Google if the publisher\/author published the book for free online viewing. Sometimes authors do that. Type Name Latest commit message Commit time 2.1-a-first-look-at-a-neural-network.ipynb Add notebooks 2 years ago 3.5-classifying-movie-reviews.ipynb Add notebooks 2 &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"http:\/\/bangla.sitestree.com\/?p=14743\">Continue reading<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[182],"tags":[],"class_list":["post-14743","post","type-post","status-publish","format-standard","hentry","category---blog","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":19601,"url":"http:\/\/bangla.sitestree.com\/?p=19601","url_meta":{"origin":14743,"position":0},"title":"Reinforcement Learning Examples\/DQN Examples","author":"Sayed","date":"February 2, 2021","format":false,"excerpt":"What I was looking for is: A DQN (Deep Q Learning Neural Network) or a Reinforcement Learning example that can learn from existing simulation data, and then can use that learning to interactively optimize an objective. The challenge will be: Whether my data can be learned from (whether the format\/structure\u2026","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":17360,"url":"http:\/\/bangla.sitestree.com\/?p=17360","url_meta":{"origin":14743,"position":1},"title":"Deep Learning in Matlab (vs Python)","author":"Sayed","date":"August 26, 2020","format":false,"excerpt":"Why should I choose matlab deep learning toolbox over other open source frameworks like caffe, onnx, pytorch, torch etc? https:\/\/www.mathworks.com\/matlabcentral\/answers\/421259-why-should-i-choose-matlab-deep-learning-toolbox-over-other-opensource-frameworks-like-caffe-onnx Preferable tools for machine learning - Python - MatLab - R https:\/\/www.codementor.io\/@innat_2k14\/preferable-tools-for-machine-learning-python-matlab-r-jfozzpphz MATLAB vs. Python: Top Reasons to Choose MATLAB https:\/\/www.mathworks.com\/products\/matlab\/matlab-vs-python.html Use Python not Matlab https:\/\/folk.uio.no\/jeanra\/Informatics\/UsePythonNotMatlab.html UT Austin Researchers Convert\u2026","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":26368,"url":"http:\/\/bangla.sitestree.com\/?p=26368","url_meta":{"origin":14743,"position":2},"title":"Reinforcement Learning Examples\/DQN Examples #Root","author":"Author-Check- Article-or-Video","date":"April 22, 2021","format":false,"excerpt":"What I was looking for is: A DQN (Deep Q Learning Neural Network) or a Reinforcement Learning example that can learn from existing simulation data, and then can use that learning to interactively optimize an objective. The challenge will be: Whether my data can be learned from (whether the format\/structure\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16488,"url":"http:\/\/bangla.sitestree.com\/?p=16488","url_meta":{"origin":14743,"position":3},"title":"Python Machine Learning Codes","author":"Sayed","date":"December 6, 2019","format":false,"excerpt":"Sebastian Raschka has shared the codes for his upcoming book \"Python Machine Learning - 3rd Edition\" in the below github repository. https:\/\/lnkd.in\/ex7J-EY","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":14735,"url":"http:\/\/bangla.sitestree.com\/?p=14735","url_meta":{"origin":14743,"position":4},"title":"Sequence Classification using Deep Learning","author":"Sayed","date":"April 21, 2019","format":false,"excerpt":"\"Sequence classification has a broad range of applications such as genomic analysis, information retrieval, health informatics, finance, and abnormal detection....\" Ref: Theory: https:\/\/www.cs.sfu.ca\/~jpei\/publications\/Sequence%20Classification.pdf Sequence Classification in Keras\/Python, LSTM, GRU, BIDirectional LSTM https:\/\/machinelearningmastery.com\/develop-bidirectional-lstm-sequence-classification-python-keras\/ Sequence Classification Using Deep Learning \"This example uses the Japanese Vowels data set as described in [1] and\u2026","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":24953,"url":"http:\/\/bangla.sitestree.com\/?p=24953","url_meta":{"origin":14743,"position":5},"title":"Sequence Classification using Deep Learning #Root","author":"Author-Check- Article-or-Video","date":"April 14, 2021","format":false,"excerpt":"\"Sequence classification has a broad range of applications such as genomic analysis, information retrieval, health informatics, finance, and abnormal detection....\" Ref: Theory: https:\/\/www.cs.sfu.ca\/~jpei\/publications\/Sequence%20Classification.pdf Sequence Classification in Keras\/Python, LSTM, GRU, BIDirectional LSTM https:\/\/machinelearningmastery.com\/develop-bidirectional-lstm-sequence-classification-python-keras\/ Sequence Classification Using Deep Learning \"This example uses the Japanese Vowels data set as described in [1] and\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/14743","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=14743"}],"version-history":[{"count":0,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/14743\/revisions"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14743"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14743"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14743"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}