{"id":1943,"date":"2024-12-15T11:52:02","date_gmt":"2024-12-15T04:52:02","guid":{"rendered":"https:\/\/indotelemed.com\/?page_id=1943"},"modified":"2024-12-15T17:50:33","modified_gmt":"2024-12-15T10:50:33","slug":"tb-model-training","status":"publish","type":"page","link":"https:\/\/indotelemed.com\/id\/tb-model-training\/","title":{"rendered":"TB-Model Training"},"content":{"rendered":"\n\n\n\n

Tuberculosis – Model Training Software<\/font><\/h3>\n\n\n\n\nTuberculosis (TB) model training software is an application or system designed to build data-based prediction models, using machine learning (ML) or artificial intelligence (AI) technology. This software helps researchers or health practitioners analyze data to detect, diagnose, monitor, or predict tuberculosis cases more effectively. Here is a detailed explanation:\n\n\n\n\n\n\n\n\n\n
Advantages of INDOTELE<\/span>MED TB Model Training<\/span><\/span><\/h5>\n\n\n\n

Lorem Ipsum has been the industry’s standard dummy text ever since the 1500s.<\/p>\n\n\n\n<\/strong>Benefits of Model Training Software for TB<\/strong><\/span>

  1. Diagnostic Efficiency: Reduces the time required for diagnosis.<\/li>
  2. Result Accuracy: Increases the accuracy of diagnosis compared to conventional methods.<\/li>
  3. Accessibility: Provides automated diagnostic solutions in remote areas.<\/li>
  4. Treatment Personalization: Helps design a customized treatment plan for patients.<\/li><\/ol>\n\n<\/span>

    Model Training Objectives for Tuberculosis\u00a0Early TB Detection:<\/strong><\/p><\/span><\/span>


    Build a model to detect early signs of TB from clinical data or radiological images such as chest X-rays.Help speed up diagnosis compared to manual methods.<\/p>

    Risk Prediction:<\/strong> Predict the likelihood of a person developing TB based on risk factors such as age, medical history, immune status, and geographic patterns.<\/span><\/p>

    Monitoring and Treatment:<\/strong> Monitor a patient\u2019s progress in TB treatment, for example, by analyzing biomarkers or drug resistance patterns.<\/span><\/p>

    Prevention of Spread:<\/strong>Help health authorities predict the spread of TB in the community through analysis of epidemiological data.<\/span><\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n

    \n<\/h6>
    <\/h6>
    Architecture Model Selection:<\/h6><\/span>
    <\/h6>\n\n\n

    Architecture Models:<\/strong><\/p><\/span>

    <\/strong><\/p>

    1. Simple CNN<\/li>
    2. MobileNetV2<\/li>
    3. ResNet50<\/li>
    4. VGG16<\/li>
    5. Xception<\/li>
    6. InceptionV3<\/li>
    7. EfficientNet80<\/li><\/ol>\n\n\n\nCompleted with:<\/strong>
      Epoch Setting
      Batch Size
      Learning Rate
      Optimizer Selection
      Data Augmentation
      Confusion Matrix and ROC Curve
      Training & Validation Graph \n\n\n\n

      Lorem Ipsum has been the industry’s standard dummy text ever since the 1500s.<\/p>\n

      Lorem Ipsum has been the industry’s standard dummy text ever since the 1500s.<\/p>\n\n\n\n\n\n\n\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"pagelayer_contact_templates":[],"_pagelayer_content":"","footnotes":""},"class_list":["post-1943","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/indotelemed.com\/id\/wp-json\/wp\/v2\/pages\/1943","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/indotelemed.com\/id\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/indotelemed.com\/id\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/indotelemed.com\/id\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/indotelemed.com\/id\/wp-json\/wp\/v2\/comments?post=1943"}],"version-history":[{"count":7,"href":"https:\/\/indotelemed.com\/id\/wp-json\/wp\/v2\/pages\/1943\/revisions"}],"predecessor-version":[{"id":1979,"href":"https:\/\/indotelemed.com\/id\/wp-json\/wp\/v2\/pages\/1943\/revisions\/1979"}],"wp:attachment":[{"href":"https:\/\/indotelemed.com\/id\/wp-json\/wp\/v2\/media?parent=1943"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}