{"id":28606,"date":"2023-11-14T13:35:21","date_gmt":"2023-11-14T08:05:21","guid":{"rendered":"https:\/\/tocxten.com\/?page_id=28606"},"modified":"2023-11-14T13:41:09","modified_gmt":"2023-11-14T08:11:09","slug":"data-analytics-with-python","status":"publish","type":"page","link":"https:\/\/tocxten.com\/index.php\/data-analytics-with-python\/","title":{"rendered":"Data Analytics with Python"},"content":{"rendered":"\n<p class=\"has-medium-font-size\"><strong>Contents<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Introduction to Data Analytics with Python<\/strong>\n<ul class=\"wp-block-list\">\n<li>Importance of data analytics<\/li>\n\n\n\n<li>Overview of the data analytics process<\/li>\n\n\n\n<li>Role of Python in data analytics<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Setting Up Your Data Analytics Environment<\/strong>\n<ul class=\"wp-block-list\">\n<li>Installing Python and essential libraries<\/li>\n\n\n\n<li>Introduction to Jupyter Notebooks<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Exploratory Data Analysis (EDA) with Pandas<\/strong>\n<ul class=\"wp-block-list\">\n<li>Loading and exploring datasets<\/li>\n\n\n\n<li>Data cleaning and preprocessing<\/li>\n\n\n\n<li>Descriptive statistics and data summarization<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Data Visualization with Matplotlib and Seaborn<\/strong>\n<ul class=\"wp-block-list\">\n<li>Basic plotting techniques<\/li>\n\n\n\n<li>Advanced visualization options<\/li>\n\n\n\n<li>Creating meaningful visualizations for analysis<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Statistical Analysis with NumPy and SciPy<\/strong>\n<ul class=\"wp-block-list\">\n<li>Introduction to statistical concepts<\/li>\n\n\n\n<li>Hypothesis testing and confidence intervals<\/li>\n\n\n\n<li>Correlation and regression analysis<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Time Series Analysis<\/strong>\n<ul class=\"wp-block-list\">\n<li>Handling time series data with Pandas<\/li>\n\n\n\n<li>Time series visualization and decomposition<\/li>\n\n\n\n<li>Forecasting and trend analysis<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Machine Learning for Data Analytics<\/strong>\n<ul class=\"wp-block-list\">\n<li>Introduction to machine learning concepts<\/li>\n\n\n\n<li>Supervised and unsupervised learning<\/li>\n\n\n\n<li>Using scikit-learn for machine learning tasks<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Introduction to Data Mining<\/strong>\n<ul class=\"wp-block-list\">\n<li>Overview of data mining techniques<\/li>\n\n\n\n<li>Association rule mining<\/li>\n\n\n\n<li>Clustering and classification<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Text Analytics and Natural Language Processing (NLP)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Basics of text processing<\/li>\n\n\n\n<li>Sentiment analysis<\/li>\n\n\n\n<li>Named entity recognition<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Data Ethics and Privacy<\/strong>\n<ul class=\"wp-block-list\">\n<li>Ethical considerations in data analytics<\/li>\n\n\n\n<li>Ensuring privacy and responsible data handling<\/li>\n\n\n\n<li>Compliance with data protection regulations<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Contents<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-28606","page","type-page","status-publish","hentry"],"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/pages\/28606","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/comments?post=28606"}],"version-history":[{"count":2,"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/pages\/28606\/revisions"}],"predecessor-version":[{"id":28611,"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/pages\/28606\/revisions\/28611"}],"wp:attachment":[{"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/media?parent=28606"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}