{"id":22737,"date":"2024-04-25T03:42:08","date_gmt":"2024-04-25T03:42:08","guid":{"rendered":"https:\/\/www.writemyessays.app\/blog\/questions\/apply-machine-learning-algorithms-learned-to-real-world-datasets-analyze-the-results-and-present-findings\/"},"modified":"2024-04-25T03:42:08","modified_gmt":"2024-04-25T03:42:08","slug":"apply-machine-learning-algorithms-learned-to-real-world-datasets-analyze-the-results-and-present-findings","status":"publish","type":"questions","link":"https:\/\/www.writemyessays.app\/blog\/questions\/apply-machine-learning-algorithms-learned-to-real-world-datasets-analyze-the-results-and-present-findings\/","title":{"rendered":"apply machine learning algorithms learned to real-world datasets, analyze the results, and present findings"},"content":{"rendered":"

Instructions:<\/strong><\/p>\n

    \n
  1. \n

    Select a Dataset:<\/strong><\/p>\n

      \n
    • Choose any <\/span>publicly<\/strong> <\/span>available dataset of interest. You can explore various sources such as Kaggle or any other reputable data repository. Do not use proprietary or private data<\/li>\n
    • Ensure that the dataset is suitable for classification or regression<\/li>\n
    • Use the code we used in class. Do not use ANY other code. <\/li>\n<\/ul>\n<\/li>\n
    • \n

      Data Exploration and Preprocessing:<\/strong><\/p>\n

        \n
      • Preprocess the data as necessary, including handling missing values, encoding categorical variables, scaling numerical features, etc.<\/li>\n<\/ul>\n<\/li>\n
      • \n

        Algorithm Selection and Implementation:<\/strong><\/p>\n

          \n
        • Select any machine learning algorithm(s) that we have covered so far in class. Do not use dimensionality reduction techniques or Neural Networks.<\/li>\n
        • Implement the selected algorithm(s) using a machine learning library from scikit-learn only<\/li>\n<\/ul>\n<\/li>\n
        • \n

          Model Training and Evaluation:<\/strong><\/p>\n

            \n
          • Split the dataset into training and testing sets <\/li>\n
          • Train the model on the training set and evaluate its performance on the testing set using appropriate metrics <\/li>\n<\/ul>\n<\/li>\n
          • \n

            Results Analysis and Interpretation:<\/strong><\/p>\n

              \n
            • Interpret the model’s performance and discuss any insights gained from the analysis.<\/li>\n<\/ul>\n<\/li>\n
            • \n

              Documentation and Submission:<\/strong><\/p>\n

                \n
              • Prepare a jupyter notebook and submit it via Canvas. You do not need to create a report. Just the jupyter notebook.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

                Instructions: Select a Dataset: Choose any publicly available dataset of interest. You can explore various sources such as Kaggle or any other reputable data repository. Do not use proprietary or private data Ensure that the dataset is suitable for classification or regression Use the code we used in class. Do not use ANY other code.  Data Exploration […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":[],"disciplines":[187],"paper_types":[],"tagged":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/22737"}],"collection":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions"}],"about":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/types\/questions"}],"author":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/comments?post=22737"}],"version-history":[{"count":0,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/22737\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/media?parent=22737"}],"wp:term":[{"taxonomy":"disciplines","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/disciplines?post=22737"},{"taxonomy":"paper_types","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/paper_types?post=22737"},{"taxonomy":"tagged","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/tagged?post=22737"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}