{"id":123733,"date":"2023-06-28T17:55:27","date_gmt":"2023-06-28T20:55:27","guid":{"rendered":"https:\/\/fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/"},"modified":"2023-07-26T15:51:52","modified_gmt":"2023-07-26T18:51:52","slug":"machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina","status":"publish","type":"post","link":"https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/","title":{"rendered":"Machine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina"},"content":{"rendered":"

<\/p>\n

Conclus\u00e3o<\/h2>\n

O Aprendizado de M\u00e1quina est\u00e1 revolucionando a forma como as empresas e organiza\u00e7\u00f5es lidam com grandes quantidades de dados. Com seus algoritmos complexos e capacidade de extrair insights valiosos, o Aprendizado de M\u00e1quina est\u00e1 se tornando uma ferramenta essencial para tomar decis\u00f5es fundamentadas e impulsionar a inova\u00e7\u00e3o em v\u00e1rias \u00e1reas. Ao compreender os conceitos b\u00e1sicos do Aprendizado de M\u00e1quina, voc\u00ea estar\u00e1 equipado para explorar e aproveitar todo o seu potencial em suas iniciativas.<\/p>\n

Introduction to Machine Learning Basics<\/h2>\n

Machine learning is a subset of artificial intelligence that focuses on the development of algorithms and systems that can automatically learn and improve from experience without being explicitly programmed. It is a rapidly growing field with applications in various domains such as finance, healthcare, marketing, and computer vision.<\/p>\n

Key Concepts and Terminology in Machine Learning Basics<\/h2>\n
    \n
  1. \n

    Data<\/h3>\n

    Data is the fuel for machine learning algorithms. It can be divided into two types: labeled and unlabeled. Labeled data is data that is already tagged with the correct answer, while unlabeled data requires the algorithm to discover patterns or relationships.<\/p>\n<\/li>\n

  2. \n

    Features<\/h3>\n

    Features are the individual measurable properties or characteristics of the data. They are used to represent the data in a format that can be understood by machine learning algorithms. It is crucial to select the right features for a particular problem, as they greatly influence the performance of the model.<\/p>\n<\/li>\n

  3. \n

    Model<\/h3>\n

    A model is a representation of the relationship between features and the target variable. It is created by training an algorithm on the labeled data. The model learns from the data and can then be used to make predictions on new, unseen data.<\/p>\n<\/li>\n

  4. \n

    Training<\/h3>\n

    Training is the process of feeding labeled data to a machine learning algorithm to build a model. During training, the algorithm adjusts its internal parameters to minimize the difference between the predicted output and the actual output.<\/p>\n<\/li>\n

  5. \n

    Testing<\/h3>\n

    Testing is the process of evaluating the performance of a trained model on unseen data. It is used to assess how well the model generalizes to new instances. Testing helps in identifying potential issues such as overfitting, where the model performs well on the training data but fails to generalize to new data.<\/p>\n<\/li>\n

  6. \n

    Evaluation Metrics<\/h3>\n

    Evaluation metrics are used to measure the performance of a machine learning model. Common evaluation metrics include accuracy, precision, recall, and F1 score. The choice of evaluation metric depends on the problem at hand and the desired outcome.<\/p>\n<\/li>\n

  7. \n

    Overfitting and Underfitting<\/h3>\n

    Overfitting occurs when a model performs well on the training data but fails to generalize to new, unseen data. It happens when the model learns the noise and irrelevant patterns in the training data. Underfitting, on the other hand, occurs when a model is too simple to capture the underlying patterns in the data.<\/p>\n<\/li>\n<\/ol>\n

    In conclusion, understanding the basics of machine learning is crucial for anyone venturing into this exciting field. Knowing the key concepts and terminology allows for a solid foundation and better decision-making when developing and deploying machine learning models. By grasping concepts such as data, features, models, training, testing, evaluation metrics, and overfitting\/underfitting, individuals can effectively apply machine learning techniques to solve real-world problems.<\/p>\n

    Desenvolva a sua carreira hoje mesmo!<\/h2>\n

    Conhe\u00e7a a Awari<\/a>, uma plataforma de ensino completa que conta com mentorias individuais, cursos com aulas ao vivo e suporte de carreira para voc\u00ea dar seu pr\u00f3ximo passo profissional. Quer aprender mais sobre as t\u00e9cnicas necess\u00e1rias para se tornar um profissional de relev\u00e2ncia e sucesso?<\/p>\n

    Conhe\u00e7a nossos cursos<\/a> e desenvolva compet\u00eancias essenciais com jornada personalizada, para desenvolver e evoluir seu curr\u00edculo, o seu pessoal e materiais complementares desenvolvidos por especialistas no mercado!<\/p>\n

    <\/body><\/p>\n","protected":false},"excerpt":{"rendered":"

    Learn the machine learning basics to revolutionize decision-making and drive innovation. Understand data, features, models, training, testing, evaluation metrics, and more.<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":[186],"meta":{"inline_featured_image":false,"footnotes":""},"categories":[229],"tags":[],"trilha":[],"class_list":["post-123733","post","type-post","status-publish","format-standard","hentry","category-skills","format-artigos"],"acf":[],"yoast_head":"\nMachine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina - Fluency.io Brasil<\/title>\n<meta name=\"description\" content=\"Learn the machine learning basics to revolutionize decision-making and drive innovation. Understand data, features, models, training, testing, evaluation m...\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina - Fluency.io Brasil\" \/>\n<meta property=\"og:description\" content=\"Learn the machine learning basics to revolutionize decision-making and drive innovation. Understand data, features, models, training, testing, evaluation m...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/\" \/>\n<meta property=\"og:site_name\" content=\"Fluency.io Brasil\" \/>\n<meta property=\"article:published_time\" content=\"2023-06-28T20:55:27+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-07-26T18:51:52+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"kaue\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. tempo de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/blog\\\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/blog\\\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\\\/\"},\"author\":{\"name\":\"kaue\",\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/#\\\/schema\\\/person\\\/7b3b2b50ba17b7f2ad0cce0a40bfa00a\"},\"headline\":\"Machine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina\",\"datePublished\":\"2023-06-28T20:55:27+00:00\",\"dateModified\":\"2023-07-26T18:51:52+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/blog\\\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\\\/\"},\"wordCount\":631,\"commentCount\":0,\"articleSection\":[\"Skills\"],\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/blog\\\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/blog\\\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\\\/\",\"url\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/blog\\\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\\\/\",\"name\":\"Machine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina - Fluency.io Brasil\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/#website\"},\"datePublished\":\"2023-06-28T20:55:27+00:00\",\"dateModified\":\"2023-07-26T18:51:52+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/#\\\/schema\\\/person\\\/7b3b2b50ba17b7f2ad0cce0a40bfa00a\"},\"description\":\"Learn the machine learning basics to revolutionize decision-making and drive innovation. Understand data, features, models, training, testing, evaluation m...\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/blog\\\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\\\/#breadcrumb\"},\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/blog\\\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/blog\\\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"In\u00edcio\",\"item\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Machine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/#website\",\"url\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/\",\"name\":\"Fluency.io Brasil\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-BR\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/#\\\/schema\\\/person\\\/7b3b2b50ba17b7f2ad0cce0a40bfa00a\",\"name\":\"kaue\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/bdd3958fa53019cfd8f789c0a49a730e7ba40a1d20cb42c9ced7646285842479?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/bdd3958fa53019cfd8f789c0a49a730e7ba40a1d20cb42c9ced7646285842479?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/bdd3958fa53019cfd8f789c0a49a730e7ba40a1d20cb42c9ced7646285842479?s=96&d=mm&r=g\",\"caption\":\"kaue\"},\"url\":\"https:\\\/\\\/homolog.fluency.io\\\/br\\\/author\\\/kaue\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina - Fluency.io Brasil","description":"Learn the machine learning basics to revolutionize decision-making and drive innovation. Understand data, features, models, training, testing, evaluation m...","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"pt_BR","og_type":"article","og_title":"Machine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina - Fluency.io Brasil","og_description":"Learn the machine learning basics to revolutionize decision-making and drive innovation. Understand data, features, models, training, testing, evaluation m...","og_url":"https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/","og_site_name":"Fluency.io Brasil","article_published_time":"2023-06-28T20:55:27+00:00","article_modified_time":"2023-07-26T18:51:52+00:00","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"kaue","Est. tempo de leitura":"3 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/#article","isPartOf":{"@id":"https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/"},"author":{"name":"kaue","@id":"https:\/\/homolog.fluency.io\/br\/#\/schema\/person\/7b3b2b50ba17b7f2ad0cce0a40bfa00a"},"headline":"Machine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina","datePublished":"2023-06-28T20:55:27+00:00","dateModified":"2023-07-26T18:51:52+00:00","mainEntityOfPage":{"@id":"https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/"},"wordCount":631,"commentCount":0,"articleSection":["Skills"],"inLanguage":"pt-BR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/","url":"https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/","name":"Machine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina - Fluency.io Brasil","isPartOf":{"@id":"https:\/\/homolog.fluency.io\/br\/#website"},"datePublished":"2023-06-28T20:55:27+00:00","dateModified":"2023-07-26T18:51:52+00:00","author":{"@id":"https:\/\/homolog.fluency.io\/br\/#\/schema\/person\/7b3b2b50ba17b7f2ad0cce0a40bfa00a"},"description":"Learn the machine learning basics to revolutionize decision-making and drive innovation. Understand data, features, models, training, testing, evaluation m...","breadcrumb":{"@id":"https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/#breadcrumb"},"inLanguage":"pt-BR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/homolog.fluency.io\/br\/blog\/machine-learning-basics-conceitos-basicos-de-aprendizado-de-maquina\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"In\u00edcio","item":"https:\/\/homolog.fluency.io\/br\/"},{"@type":"ListItem","position":2,"name":"Machine Learning Basics: Conceitos B\u00e1sicos de Aprendizado de M\u00e1quina"}]},{"@type":"WebSite","@id":"https:\/\/homolog.fluency.io\/br\/#website","url":"https:\/\/homolog.fluency.io\/br\/","name":"Fluency.io Brasil","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/homolog.fluency.io\/br\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-BR"},{"@type":"Person","@id":"https:\/\/homolog.fluency.io\/br\/#\/schema\/person\/7b3b2b50ba17b7f2ad0cce0a40bfa00a","name":"kaue","image":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/secure.gravatar.com\/avatar\/bdd3958fa53019cfd8f789c0a49a730e7ba40a1d20cb42c9ced7646285842479?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/bdd3958fa53019cfd8f789c0a49a730e7ba40a1d20cb42c9ced7646285842479?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/bdd3958fa53019cfd8f789c0a49a730e7ba40a1d20cb42c9ced7646285842479?s=96&d=mm&r=g","caption":"kaue"},"url":"https:\/\/homolog.fluency.io\/br\/author\/kaue\/"}]}},"_links":{"self":[{"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/posts\/123733","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/comments?post=123733"}],"version-history":[{"count":0,"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/posts\/123733\/revisions"}],"wp:attachment":[{"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/media?parent=123733"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/categories?post=123733"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/tags?post=123733"},{"taxonomy":"format","embeddable":true,"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/format?post=123733"},{"taxonomy":"trilha","embeddable":true,"href":"https:\/\/homolog.fluency.io\/br\/wp-json\/wp\/v2\/trilha?post=123733"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}