{"id":4443,"date":"2023-03-10T12:41:53","date_gmt":"2023-03-10T15:41:53","guid":{"rendered":"https:\/\/jovempadawan.com.br\/?p=4443"},"modified":"2023-03-13T20:57:59","modified_gmt":"2023-03-13T23:57:59","slug":"entendendo-o-lstm","status":"publish","type":"post","link":"https:\/\/jovempadawan.com.br\/?p=4443","title":{"rendered":"ENTENDENDO O LSTM"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4443\" class=\"elementor elementor-4443\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7531717 e-con-full e-flex e-con e-parent\" data-id=\"7531717\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-060e562 elementor-hidden-tablet elementor-hidden-mobile e-con-full e-flex e-con e-parent\" data-id=\"060e562\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div 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<\/path><\/g><\/g><\/g><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Padawan Store<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-da4e6f0 e-flex e-con-boxed e-con e-parent\" data-id=\"da4e6f0\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a54132d exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"a54132d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Escrito por:<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd3b63f exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"cd3b63f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Diego Oliveira<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c821141 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"c821141\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">ENTENDENDO O LSTM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-182a73e exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"182a73e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Irei explicar o funcionamento de uma rede neural LSTM, sigla para Long Short-Term Memory, ou seja, uma mem\u00f3ria de longo prazo. De in\u00edcio precisamos entender o que \u00e9 uma rede neural artificial, para em seguida, entender o que \u00e9 uma rede LSTM. E ent\u00e3o, vamos nessa?<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c3740f exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"7c3740f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">O QUE \u00c9 UMA REDE NEURAL ARTIFICIAL (RNA)?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f72afe9 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"f72afe9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">Uma Rede Neural Artificial (RNA) \u00e9 uma t\u00e9cnica computacional inspirada na estrutura neural de organismos inteligentes, exemplo, celulas neurais do c\u00e9rebro humano. Assim como as c\u00e9lulas neurais, essa t\u00e9cnica tem como objetivo &#8220;adquirir conhecimento&#8221; atrav\u00e9s da experi\u00eancia.<\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">\u00a0<\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">Na rede neural artificial \u00e9 aplicado a regra da cadeia para atualizar os pesos da \u00faltima camada e calcular a derivada dos par\u00e2metros at\u00e9 a primeira camada.<\/span><\/p>\n<p><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">No entanto, na<\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">\u00a0rede neural simples existe um problema, que \u00e9 a depend\u00eancia de longo prazo durante a retropropaga\u00e7\u00e3o, ou seja, ela tem problemas para armazenar informa\u00e7\u00f5es de longo prazo. Uma solu\u00e7\u00e3o para isso s\u00e3o as redes neurais LSTM (Long Short-Term Memory).<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-edb3ac8 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"edb3ac8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Long Short-Term Memory (LSTM)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4faf017 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"4faf017\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Em uma arquitetura LSTM, a rede possue tr\u00eas entradas e retorna tr\u00eas sa\u00eddas. A estrutura do LSTM possue tr\u00eas &#8220;port\u00f5es&#8221;, que s\u00e3o o do Forget gate (port\u00e3o do esquecimento), Input gate and output gate(port\u00e3o de entrada e sa\u00edda) e, por fim, o cell state (estado da c\u00e9lula). A imagem a seguir mostra como \u00e9 uma c\u00e9lula de uma rede neural LSTM.&nbsp;<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5d7474e e-flex e-con-boxed e-con e-parent\" data-id=\"5d7474e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3944466 e-con-full e-flex e-con e-parent\" data-id=\"3944466\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5077ad1 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"5077ad1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"312\" height=\"229\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/LSTM-CELL.png\" class=\"attachment-large size-large wp-image-4558\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/LSTM-CELL.png 312w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/LSTM-CELL-300x220.png 300w\" sizes=\"(max-width: 312px) 100vw, 312px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aced472 elementor-widget__width-initial exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"aced472\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>C\u00e9lula LSTM&nbsp;<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57ab902 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"57ab902\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Forget gate<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ab617d exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"6ab617d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>No port\u00e3o do esquecimento \u00e9 onde se decide quais informa\u00e7\u00f5es devem ser lembradas ou esquecidas do estado anterior. A c\u00e9lula possue duas entradas, onde uma possue a informa\u00e7\u00e3o do estado anterior, descrita como (ht -1) e a outra informa\u00e7\u00e3o do estado atual, definida como (X(t)). Ambas s\u00e3o passadas pela fun\u00e7\u00e3o sigm\u00f3id, mas o que \u00e9 uma fun\u00e7\u00e3o sigm\u00f3id? A fun\u00e7\u00e3o sigm\u00f3id \u00e9 uma fun\u00e7\u00e3o matem\u00e1tica e seu nome adv\u00e9m do S do seu gr\u00e1fico, como pode ser visto a seguir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbff47e exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"fbff47e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"320\" height=\"240\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/sigmoid_funtion.png\" class=\"attachment-large size-large wp-image-4512\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/sigmoid_funtion.png 320w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/sigmoid_funtion-300x225.png 300w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e0a9da exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"3e0a9da\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Fun\u00e7\u00e3o Sigm\u00f3id<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9783c2b exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"9783c2b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>O gr\u00e1fico da fun\u00e7\u00e3o sigm\u00f3id pode ser obtida atrav\u00e9s da seguinte equa\u00e7\u00e3o:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0eaf36 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"f0eaf36\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"114\" height=\"39\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/function_sigmod.png\" class=\"attachment-large size-large wp-image-4546\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9281623 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"9281623\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Equa\u00e7\u00e3o da fun\u00e7\u00e3o Sigm\u00f3id<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01de4a4 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"01de4a4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>O valor de sa\u00edda da fun\u00e7\u00e3o sigm\u00f3id est\u00e3o entre 0 (zero) e 1 (um). Quanto mais pr\u00f3ximo do valor 0 (zero) significa que ser\u00e1 &#8220;esquecido&#8221; e quanto mais pr\u00f3ximo do valor 1 (um) significa que ser\u00e1 guardado a informa\u00e7\u00e3o. Para tornar mais f\u00e1cil o entendimento, basta verificar a imagem a seguir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c021f19 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"c021f19\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"769\" height=\"239\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/forget-gate.png\" class=\"attachment-large size-large wp-image-4516\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/forget-gate.png 769w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/forget-gate-300x93.png 300w\" sizes=\"(max-width: 769px) 100vw, 769px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a1f208 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"5a1f208\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Forget gate (port\u00e3o do esquecimento)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-809cd32 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"809cd32\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>\u00c9 poss\u00edvel verificar a equa\u00e7\u00e3o utilizada para o c\u00e1lculo do valor da fun\u00e7\u00e3o no port\u00e3o do esquecimento, Onde;<\/p>\n<ul>\n<li>Wf \u00e9 a matriz de peso associado ao estado oculto<\/li>\n<li>ht -1 \u00e9 a informa\u00e7\u00e3o do estado anterior<\/li>\n<li>Xt \u00e9 a informa\u00e7\u00e3o do estado atual<\/li>\n<li>bf \u00e9 o peso associado do valor de entrada<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a1b0de exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"4a1b0de\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Em seguida, \u00e9 aplicado uma fun\u00e7\u00e3o sigm\u00f3ide. Fazendo com que o valor obtido por\u00a0ft seja um n\u00famero entre 0 e 1.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a6e47e7 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"a6e47e7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Input gate<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c723d6d exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"c723d6d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A porta de entrada \u00e9 respons\u00e1vel pela divis\u00e3o das informa\u00e7\u00f5es importantes que devem ser adicionadas ao estado da c\u00e9lula com base nas entradas anteriores. Para atualizar o estado da c\u00e9lula \u00e9 necess\u00e1rio passar o estado oculto anterior (h(t-1)) e a entrada atual dada por (x(t)) atrav\u00e9s da fun\u00e7\u00e3o sigm\u00f3id. Isso faz com que seja decidido quais valores ser\u00e3o atualizados, transformando os valores entre 0 (zero) e 1 (um). 0 (Zero) significa n\u00e3o importante e 1 (um) significa importante. Al\u00e9m disso, \u00e9 passado a fun\u00e7\u00e3o oculta (h(t-1)) e a entrada atual (x(t)) para a fun\u00e7\u00e3o tangente hiperb\u00f3lica (tanh) para &#8220;esmagar&#8221; valores entre -1 e 1, ajudando a regular a rede. Mas o que \u00e9 uma fun\u00e7\u00e3o tangente hiperb\u00f3lica?<\/p><p>A fun\u00e7\u00e3o tangente hiperb\u00f3lica \u00e9 uma fun\u00e7\u00e3o hiperb\u00f3lica. Ela \u00e9 obtida atrav\u00e9s da raz\u00e3o entre o seno hiperb\u00f3lico e o cosseno hiperb\u00f3lico, de forma similar \u00e0 rela\u00e7\u00e3o trigonom\u00e9trica da tangente. A sua equa\u00e7\u00e3o \u00e9 a seguinte.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d2fe53 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"0d2fe53\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"207\" height=\"42\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/equacao_tanh.png\" class=\"attachment-large size-large wp-image-4542\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9a3721 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"c9a3721\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Equa\u00e7\u00e3o tangente hiperb\u00f3lico<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f0ff84 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"0f0ff84\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Atrav\u00e9s dessa equa\u00e7\u00e3o \u00e9 poss\u00edvel obter a fun\u00e7\u00e3o da tangente hiperb\u00f3lica no gr\u00e1fico. Como \u00e9 poss\u00edvel ver atrav\u00e9s da imagem a seguir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-91d9d70 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"91d9d70\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"165\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/func_tanh-300x165.png\" class=\"attachment-medium size-medium wp-image-4543\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/func_tanh-300x165.png 300w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/func_tanh.png 544w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d397c73 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"d397c73\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Gr\u00e1fico tangente hiperb\u00f3lico<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf96dfe exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"bf96dfe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Em seguida \u00e9 multiplicada a sa\u00edda da fun\u00e7\u00e3o tangente hiperb\u00f3lico pela sa\u00edda da fun\u00e7\u00e3o sigm\u00f3id. A sa\u00edda sigm\u00f3id decidir\u00e1 qual informa\u00e7\u00e3o \u00e9 importante manter da sa\u00edda da fun\u00e7\u00e3o da tangente hiperb\u00f3lica. A imagem a seguir mostra de maneira ilustrativa como \u00e9 o Input gate (port\u00e3o de entrada).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a16b00 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"6a16b00\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"253\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/Input-gate-768x253.png\" class=\"attachment-medium_large size-medium_large wp-image-4550\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/Input-gate-768x253.png 768w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/Input-gate-300x99.png 300w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/Input-gate.png 910w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2109f9 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"e2109f9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Input gate (port\u00e3o de entrada)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1393392 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"1393392\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Na imagem \u00e9 poss\u00edvel verificar as equa\u00e7\u00f5es utilizadas no input gate, onde cada s\u00edmbolo significa o seguinte;<\/p><ul><li>\u03c3 o s\u00edmbolo sigma \u00e9 a fun\u00e7\u00e3o sigm\u00f3id.<\/li><li>ht -1 \u00e9 a informa\u00e7\u00e3o do estado anterior<\/li><li>Xt \u00e9 a informa\u00e7\u00e3o do estado atual<\/li><li>Ui \u00e9 o peso da matriz de entrada.<\/li><li>Vi \u00e9 a matriz do peso de entrada associado ao estado oculto<\/li><li>bi \u00e9 o peso associado do valor de entrada<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06dbf05 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"06dbf05\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>J\u00e1 a fun\u00e7\u00e3o Ct+ \u00e9 uma nova informa\u00e7\u00e3o de fun\u00e7\u00e3o de estado oculto. A fun\u00e7\u00e3o tanh faz com que a nova informa\u00e7\u00e3o fique entre 0 (zero) e 1 (um). Caso o valor de Ct+ seja negativo, a informa\u00e7\u00e3o \u00e9 substituida do estado da c\u00e9lula, e, se for positivo a informa\u00e7\u00e3o \u00e9 adicionada<span> \u00e0 c\u00e9lula estado atual. Entretanto Ct+ n\u00e3o ser\u00e1 adicionado diretamente no estado atual da c\u00e9lula, para isso serve a fun\u00e7\u00e3o Ct que utiliza as equa\u00e7\u00f5es descritas anteriormente.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5d09a2 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"e5d09a2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Cell State <\/h5>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b69466b exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"b69466b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Inicialmente o estado da c\u00e9lula \u00e9 multiplicado pelo forget gate, isso possibilita descartar valores no estado da c\u00e9lula multiplicado por valores pr\u00f3ximos a zero. Posteriormente, pega a sa\u00edda do input gate e realiza uma adi\u00e7\u00e3o pontual que atualiza o estado da c\u00e9lula para novos valores que a rede considera relevante, possibilitando obter um novo estado da c\u00e9lula (C(t)).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d18b95 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"1d18b95\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"247\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/cell-state.png\" class=\"attachment-large size-large wp-image-4608\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/cell-state.png 971w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/cell-state-300x93.png 300w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/cell-state-768x237.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec9880d exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"ec9880d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Cell State (estado da c\u00e9lula)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a6e940 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"9a6e940\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Output gate<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e6af3c exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"0e6af3c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>O port\u00e3o de sa\u00edda decide qual o pr\u00f3ximo estado oculto. O estado oculto tem informa\u00e7\u00f5es dos estados anteriores, tamb\u00e9m usado para previs\u00f5es. Primeiro o estado oculto e a entrada atual por uma fun\u00e7\u00e3o sigm\u00f3id, posteriormente passa o resultado por uma fun\u00e7\u00e3o tangente hiperb\u00f3lica, multiplicando a sa\u00edda da tangente hiperb\u00f3lica pela a sa\u00edda da fun\u00e7\u00e3o sigm\u00f3id para decidir quais informa\u00e7\u00f5es o estado oculto deve transportar. A sa\u00edda \u00e9 o estado oculto. O novo estado da c\u00e9lula eo novo estado oculto s\u00e3o ent\u00e3o transportados para a pr\u00f3xima etapa de tempo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1498cd exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"e1498cd\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"273\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/output-gate.png\" class=\"attachment-large size-large wp-image-4616\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/output-gate.png 828w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/output-gate-300x103.png 300w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/output-gate-768x262.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ad4616 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"1ad4616\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Output gate (port\u00e3o de sa\u00edda)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-998be74 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"998be74\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Na imagem \u00e9 poss\u00edvel verificar as equa\u00e7\u00f5es utilizadas no Output gate, onde cada s\u00edmbolo significa o seguinte;<\/p><ul><li>\u03c3 o s\u00edmbolo sigma \u00e9 a fun\u00e7\u00e3o sigm\u00f3id.<\/li><li>Ot significa Output gate<\/li><li>ht -1 \u00e9 a informa\u00e7\u00e3o do estado anterior<\/li><li>Uo \u00e9 o peso da matriz de entrada do output.<\/li><li>Vo \u00e9 a matriz do peso de entrada associado ao estado oculto do output<\/li><li>bo \u00e9 o peso associado do valor de entrada do output<\/li><li>ht \u00e9 o resultado final que significa a informa\u00e7\u00e3o do estado atual.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47d6b35 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"47d6b35\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Poss\u00edveis aplica\u00e7\u00f5es<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-382f2ca exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"382f2ca\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>O uso de redes neurais LSTM&#8217;s podem ser utilizadas para diversas solu\u00e7\u00f5es e aplica\u00e7\u00f5es, alguns exemplos destes s\u00e3o;&nbsp;<\/p>\n<ul>\n<li>Gera\u00e7\u00e3o de texto.<\/li>\n<li>Reconhecimento de escrita.<\/li>\n<li>Predi\u00e7\u00e3o de s\u00e9ries temporais.<\/li>\n<li>Aplica\u00e7\u00f5es para sistemas embarcados.<br><\/li>\n<\/ul>\n<div>\n<p>O uso de redes LSTM&#8217;s pode ser aplicado em diversas linguagens de programa\u00e7\u00e3o, n\u00e3o existe a melhor linguagem, existe aquela que se adequa melhor no uso da aplica\u00e7\u00e3o, ou seja, a linguagem depende da aplica\u00e7\u00e3o que ser\u00e1 realizada, exemplo, para s\u00e9ries temporais a linguagem de programa\u00e7\u00e3o Python \u00e9 mais adequada, pois j\u00e1 possuem diversas bibliotecas que facilitam a sua aplica\u00e7\u00e3o, mas se forem em outras aplica\u00e7\u00f5es como em sistemas embarcados, o ideal \u00e9 utilizar a linguagem C ou C++.&nbsp;<\/p>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99fbf6b exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"99fbf6b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Fontes:<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ee1d1a exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"9ee1d1a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Livro M\u00e3os \u00e0 obra: Aprendizado de M\u00e1quina com Scikit-Learn &amp; TensorFlow<\/p><p>https:\/\/medium.com\/turing-talks\/turing-talks-27-modelos-de-predi%C3%A7%C3%A3o-lstm-df85d87ad210<\/p><p>https:\/\/towardsdatascience.com\/illustrated-guide-to-lstms-and-gru-s-a-step-by-step-explanation-44e9eb85bf21<\/p><p><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">https:\/\/www.analyticsvidhya.com\/blog\/2021\/03\/introduction-to-long-short-term-memory-lstm\/<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bc2d95c e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-parent\" data-id=\"bc2d95c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-63c0591 e-con-full e-flex e-con e-parent\" data-id=\"63c0591\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5b4b530 e-con-full e-flex e-con e-parent\" data-id=\"5b4b530\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e4d47fb exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"e4d47fb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Links \u00dateis:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb6774a elementor-icon-list--layout-traditional elementor-list-item-link-full_width exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-icon-list\" data-id=\"eb6774a\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/jovempadawan.com.br\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" 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De in\u00edcio precisamos entender o que \u00e9 uma rede neural artificial, para em seguida, entender o [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_canvas","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4443","post","type-post","status-publish","format-standard","hentry","category-sem-categoria"],"_links":{"self":[{"href":"https:\/\/jovempadawan.com.br\/index.php?rest_route=\/wp\/v2\/posts\/4443","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jovempadawan.com.br\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jovempadawan.com.br\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jovempadawan.com.br\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jovempadawan.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4443"}],"version-history":[{"count":160,"href":"https:\/\/jovempadawan.com.br\/index.php?rest_route=\/wp\/v2\/posts\/4443\/revisions"}],"predecessor-version":[{"id":4960,"href":"https:\/\/jovempadawan.com.br\/index.php?rest_route=\/wp\/v2\/posts\/4443\/revisions\/4960"}],"wp:attachment":[{"href":"https:\/\/jovempadawan.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4443"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jovempadawan.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4443"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jovempadawan.com.br\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4443"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}