{"id":20251,"date":"2021-02-19T23:58:41","date_gmt":"2021-02-20T04:58:41","guid":{"rendered":"http:\/\/bangla.salearningschool.com\/recent-posts\/deep-learning-neural-network-resources\/"},"modified":"2021-02-19T23:58:41","modified_gmt":"2021-02-20T04:58:41","slug":"deep-learning-neural-network-resources","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=20251","title":{"rendered":"Deep Learning: Neural Network: Resources"},"content":{"rendered":"<h1>How To Build Multi-Layer Perceptron Neural Network Models with Keras<\/h1>\n<p><a href=\"https:\/\/machinelearningmastery.com\/build-multi-layer-perceptron-neural-network-models-keras\/\">https:\/\/machinelearningmastery.com\/build-multi-layer-perceptron-neural-network-models-keras\/<\/a><\/p>\n<p><strong>The Sequential model<\/strong><\/p>\n<p><a href=\"https:\/\/keras.io\/guides\/sequential_model\/\">https:\/\/keras.io\/guides\/sequential_model\/<\/a><\/p>\n<p><strong>Serialization and saving<\/strong><\/p>\n<p><a href=\"https:\/\/keras.io\/guides\/serialization_and_saving\/\">https:\/\/keras.io\/guides\/serialization_and_saving\/<\/a><\/p>\n<p>Training &amp; evaluation with the built-in methods<\/p>\n<p><strong><a href=\"https:\/\/keras.io\/guides\/training_with_built_in_methods\/\">https:\/\/keras.io\/guides\/training_with_built_in_methods\/<\/a><\/strong><\/p>\n<p>Multi-GPU and distributed training<\/p>\n<p><strong><a href=\"https:\/\/keras.io\/guides\/distributed_training\/\">https:\/\/keras.io\/guides\/distributed_training\/<\/a><\/strong><\/p>\n<p><strong>Multi-Layer perceptron using Tensorflow<\/strong><\/p>\n<p><a href=\"https:\/\/towardsdatascience.com\/multi-layer-perceptron-using-tensorflow-9f3e218a4809\">https:\/\/towardsdatascience.com\/multi-layer-perceptron-using-tensorflow-9f3e218a4809<\/a><\/p>\n<p><strong>Adam<\/strong><\/p>\n<p><strong><a href=\"https:\/\/keras.io\/api\/optimizers\/adam\/\">https:\/\/keras.io\/api\/optimizers\/adam\/<\/a><\/strong><\/p>\n<p><strong>Optimizers<\/strong><\/p>\n<p><a href=\"https:\/\/keras.io\/api\/optimizers\/\">https:\/\/keras.io\/api\/optimizers\/<\/a><\/p>\n<p><strong>Keras Model<\/strong><\/p>\n<p><strong><a href=\"https:\/\/www.tensorflow.org\/api_docs\/python\/tf\/keras\/Model\">https:\/\/www.tensorflow.org\/api_docs\/python\/tf\/keras\/Model<\/a><\/strong><\/p>\n<p><a href=\"http:\/\/neuralnetworksanddeeplearning.com\/chap5.html\"><strong>Why are deep neural networks hard to train?<\/strong><\/a><\/p>\n<p><a href=\"http:\/\/neuralnetworksanddeeplearning.com\/chap5.html\">http:\/\/neuralnetworksanddeeplearning.com\/chap5.html<\/a><\/p>\n<p><a href=\"http:\/\/neuralnetworksanddeeplearning.com\/index.html\">http:\/\/neuralnetworksanddeeplearning.com\/index.html<\/a><\/p>\n<p><strong>Quantile normalization<\/strong><\/p>\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/Quantile_normalization\">https:\/\/en.wikipedia.org\/wiki\/Quantile_normalization<\/a><\/p>\n<p><strong>Standard score<\/strong><\/p>\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/Standard_score\">https:\/\/en.wikipedia.org\/wiki\/Standard_score<\/a><\/p>\n<p><a href=\"http:\/\/neuralnetworksanddeeplearning.com\/chap1.html\"><strong>Using neural nets to recognize handwritten digits<\/strong><\/a><br \/>\n<a href=\"http:\/\/neuralnetworksanddeeplearning.com\/chap1.html\">http:\/\/neuralnetworksanddeeplearning.com\/chap1.html<\/a><\/p>\n<p><a href=\"http:\/\/neuralnetworksanddeeplearning.com\/chap4.html\">A visual proof that neural nets can compute any function<\/a><\/p>\n<p><a href=\"http:\/\/neuralnetworksanddeeplearning.com\/chap4.html\">http:\/\/neuralnetworksanddeeplearning.com\/chap4.html<\/a><\/p>\n<p>*** . *** *** . *** . *** . ***<\/p>\n<p><em><strong><em><strong>Courses: <\/strong><a href=\"http:\/\/training.sitestree.com\/\">http:\/\/Training.SitesTree.com<\/a> (Big Data, Cloud, Security, Machine Learning)<\/em><br \/>\nBlog<\/strong>: <a href=\"http:\/\/bangla.salearningschool.com\/\">http:\/\/Bangla.SaLearningSchool.com<\/a>, <a href=\"http:\/\/sitestree.com\">http:\/\/SitesTree.com<\/a><\/em><br \/>\n<em><strong>8112223 Canada Inc.\/JustEtc<\/strong>: <a href=\"http:\/\/JustEtc.net\">http:\/\/JustEtc.net<\/a><\/em><\/p>\n<p><em><strong>Shop Online: <\/strong><\/em><a href=\"http:\/\/www.shopforsoul.com\/\">https:\/\/www.ShopForSoul.com\/<\/a><br \/>\n<em><strong>Linkedin<\/strong>: <a href=\"https:\/\/ca.linkedin.com\/in\/sayedjustetc\">https:\/\/ca.linkedin.com\/in\/sayedjustetc<\/a><\/em><\/p>\n<p><strong>Medium<\/strong>: <a href=\"https:\/\/medium.com\/@SayedAhmedCanada\">https:\/\/medium.com\/@SayedAhmedCanada<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>How To Build Multi-Layer Perceptron Neural Network Models with Keras https:\/\/machinelearningmastery.com\/build-multi-layer-perceptron-neural-network-models-keras\/ The Sequential model https:\/\/keras.io\/guides\/sequential_model\/ Serialization and saving https:\/\/keras.io\/guides\/serialization_and_saving\/ Training &amp; evaluation with the built-in methods https:\/\/keras.io\/guides\/training_with_built_in_methods\/ Multi-GPU and distributed training https:\/\/keras.io\/guides\/distributed_training\/ Multi-Layer perceptron using Tensorflow https:\/\/towardsdatascience.com\/multi-layer-perceptron-using-tensorflow-9f3e218a4809 Adam https:\/\/keras.io\/api\/optimizers\/adam\/ Optimizers https:\/\/keras.io\/api\/optimizers\/ Keras Model https:\/\/www.tensorflow.org\/api_docs\/python\/tf\/keras\/Model Why are deep neural networks hard to train? http:\/\/neuralnetworksanddeeplearning.com\/chap5.html http:\/\/neuralnetworksanddeeplearning.com\/index.html Quantile &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"http:\/\/bangla.sitestree.com\/?p=20251\">Continue reading<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[182],"tags":[],"class_list":["post-20251","post","type-post","status-publish","format-standard","hentry","category---blog","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":16743,"url":"http:\/\/bangla.sitestree.com\/?p=16743","url_meta":{"origin":20251,"position":0},"title":"NLP : AI and ML","author":"Sayed","date":"February 6, 2020","format":false,"excerpt":"Feature Selection \" Filter Methods Wrapper Methods Embedded Methods Feature Selection Checklist Do you have domain knowledge? Are your features commensurate? Do you suspect interdependence of features? If \"Weka: \u201cFeature Selection to Improve Accuracy and Decrease Training Time\u201c. Scikit-Learn: \u201cFeature Selection in Python with Scikit-Learn\u201c. R: \u201cFeature Selection with the\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/thumb\/b\/bb\/Singular-Value-Decomposition.svg\/220px-Singular-Value-Decomposition.svg.png","width":350,"height":200},"classes":[]},{"id":14736,"url":"http:\/\/bangla.sitestree.com\/?p=14736","url_meta":{"origin":20251,"position":1},"title":"Text Classification such as article category classification with Deep Learning\/Neural Network Approach","author":"Sayed","date":"April 21, 2019","format":false,"excerpt":"Text Classification such as article category classification with Deep Learning\/Neural Network Approach What deep learning method to use to classify text files? https:\/\/www.quora.com\/What-deep-learning-method-to-use-to-classify-text-files Classification Examples: https:\/\/faroit.com\/keras-docs\/0.3.3\/examples\/ Best Practices for Document Classification with Deep Learning https:\/\/machinelearningmastery.com\/best-practices-document-classification-deep-learning\/ LSTM with sentence representations for document-level sentiment classification https:\/\/www.sciencedirect.com\/science\/article\/pii\/S092523121830479X A C-LSTM Neural Network for Text\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":24955,"url":"http:\/\/bangla.sitestree.com\/?p=24955","url_meta":{"origin":20251,"position":2},"title":"Text Classification such as article category classification with Deep Learning\/Neural Network Approach #Root","author":"Author-Check- Article-or-Video","date":"April 14, 2021","format":false,"excerpt":"Text Classification such as article category classification with Deep Learning\/Neural Network Approach What deep learning method to use to classify text files? https:\/\/www.quora.com\/What-deep-learning-method-to-use-to-classify-text-files Classification Examples: https:\/\/faroit.com\/keras-docs\/0.3.3\/examples\/ Best Practices for Document Classification with Deep Learning https:\/\/machinelearningmastery.com\/best-practices-document-classification-deep-learning\/ LSTM with sentence representations for document-level sentiment classification https:\/\/www.sciencedirect.com\/science\/article\/pii\/S092523121830479X A C-LSTM Neural Network for Text\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":14739,"url":"http:\/\/bangla.sitestree.com\/?p=14739","url_meta":{"origin":20251,"position":3},"title":"On Text Classification based on Deep Learning\/Neural Networks","author":"Sayed","date":"April 22, 2019","format":false,"excerpt":"On Text Classification based on Deep Learning\/Neural Networks Text Classification Using LSTM and visualize Word Embeddings: Part-1 https:\/\/medium.com\/@sabber\/classifying-yelp-review-comments-using-lstm-and-word-embeddings-part-1-eb2275e4066b Different approaches of Text Classification https:\/\/www.kdnuggets.com\/2018\/07\/text-classification-lstm-cnn-pre-trained-word-vectors.html How to do text classification with CNNs, TensorFlow and word embedding https:\/\/towardsdatascience.com\/how-to-do-text-classification-using-tensorflow-word-embeddings-and-cnn-edae13b3e575 Classification of Customer Complaints using Tensorflow: Text Classification with Word Embeddings https:\/\/medium.com\/@opalkabert\/classification-of-customer-complaints-using-tensorflow-text-classification-with-word-embeddings-e87952b5147c An analysis\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":24957,"url":"http:\/\/bangla.sitestree.com\/?p=24957","url_meta":{"origin":20251,"position":4},"title":"On Text Classification based on Deep Learning\/Neural Networks #Root","author":"Author-Check- Article-or-Video","date":"April 14, 2021","format":false,"excerpt":"On Text Classification based on Deep Learning\/Neural Networks Text Classification Using LSTM and visualize Word Embeddings: Part-1 https:\/\/medium.com\/@sabber\/classifying-yelp-review-comments-using-lstm-and-word-embeddings-part-1-eb2275e4066b Different approaches of Text Classification https:\/\/www.kdnuggets.com\/2018\/07\/text-classification-lstm-cnn-pre-trained-word-vectors.html How to do text classification with CNNs, TensorFlow and word embedding https:\/\/towardsdatascience.com\/how-to-do-text-classification-using-tensorflow-word-embeddings-and-cnn-edae13b3e575 Classification of Customer Complaints using Tensorflow: Text Classification with Word Embeddings https:\/\/medium.com\/@opalkabert\/classification-of-customer-complaints-using-tensorflow-text-classification-with-word-embeddings-e87952b5147c An analysis\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":16296,"url":"http:\/\/bangla.sitestree.com\/?p=16296","url_meta":{"origin":20251,"position":5},"title":"Deep Learning (DL): can you answer these introductory questions on DL? 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Is Symbolic AI good\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":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/20251","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=20251"}],"version-history":[{"count":0,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/20251\/revisions"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20251"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20251"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20251"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}