{"id":8689,"date":"2026-08-10T09:58:51","date_gmt":"2026-08-10T09:58:51","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-nlp-in-python-probability-models-statistics-text-analysis-2025-2\/"},"modified":"2026-08-10T09:58:51","modified_gmt":"2026-08-10T09:58:51","slug":"udemy-nlp-in-python-probability-models-statistics-text-analysis-2025-2","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-nlp-in-python-probability-models-statistics-text-analysis-2025-2\/","title":{"rendered":"Udemy \u2013 NLP in Python: Probability Models, Statistics, Text Analysis 2025-2"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"7:1-7:1109\"><span style=\"vertical-align: inherit\">NLP in Python: Probability Models, Statistics, Text Analysis. This comprehensive, hands-on course teaches you how to master natural language processing (NLP) using probability-based approaches with the Python programming language. Whether you\u2019re a data scientist, software engineer, or machine learning enthusiast, this course will take you from beginner to NLP expert. Whether you want to improve your career prospects in data science, enhance your organization\u2019s text analysis capabilities, or simply understand the mathematics behind modern NLP systems, this course offers the right balance of theory and practical implementation.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"11:1-11:25\"><span style=\"vertical-align: inherit\">What you will learn:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"13:1-19:0\">\n<li data-sourcepos=\"13:1-13:132\"><span style=\"vertical-align: inherit\">Design and deploy a complete sentiment analysis pipeline for analyzing customer opinions, combining rules-based and machine learning approaches<\/span><\/li>\n<li data-sourcepos=\"14:1-14:154\"><span style=\"vertical-align: inherit\">Mastery of text preprocessing techniques and feature extraction methods, including TF-IDF, Word Embeddings, and implementation of custom text classification systems<\/span><\/li>\n<li data-sourcepos=\"15:1-15:167\"><span style=\"vertical-align: inherit\">Developing production-ready Named Entity Recognition systems using probabilistic approaches and integrating them with modern NLP libraries such as spaCy<\/span><\/li>\n<li data-sourcepos=\"16:1-16:132\"><span style=\"vertical-align: inherit\">Create and train complex language models using Bayesian methods, including Naive Bayes classifiers and Bayesian networks for text analysis.<\/span><\/li>\n<li data-sourcepos=\"17:1-17:141\"><span style=\"vertical-align: inherit\">Building a comprehensive e-commerce opinion analysis system that combines sentiment analysis, entity recognition, and topic modeling in a real-world application<\/span><\/li>\n<li data-sourcepos=\"18:1-19:0\"><span style=\"vertical-align: inherit\">Build and implement probability-based natural language processing models from scratch using Python, including N-grams, Hidden Markov Models (HMMs), and PCFGs<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"20:1-20:31\"><span style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"22:1-27:0\">\n<li data-sourcepos=\"22:1-22:179\"><span style=\"vertical-align: inherit\">Data scientists and analysts who want to add text processing and natural language analysis to their skill set, especially those working with customer feedback or document analysis<\/span><\/li>\n<li data-sourcepos=\"23:1-23:155\"><span style=\"vertical-align: inherit\">Software developers looking to enter the field of natural language processing, especially those interested in building text analysis features into their applications<\/span><\/li>\n<li data-sourcepos=\"24:1-24:125\"><span style=\"vertical-align: inherit\">Machine learning engineers seeking expertise in probabilistic language models and text classification systems for production environments<\/span><\/li>\n<li data-sourcepos=\"25:1-25:140\"><span style=\"vertical-align: inherit\">Students and academics in computer science, linguistics, or data science who are looking for hands-on experience with practical NLP implementations and real-world projects<\/span><\/li>\n<li data-sourcepos=\"26:1-27:0\"><span style=\"vertical-align: inherit\">Business professionals from any field who work with text data and want to automate text analysis tasks, even with limited programming experience<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course details NLP in Python: Probability Models Statistics Text Analysis<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Publisher:&nbsp; <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/nlp-in-python-probability-models-statistics-text-analysis\/?couponCode=LEARNNOWPLANSGB\" target=\"_blank\" rel=\"noopener\"><span style=\"vertical-align: inherit\">Udemy<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Instructor:&nbsp; <\/span><a class=\"ud-btn ud-btn-medium ud-btn-link ud-heading-sm ud-text-sm ud-instructor-links\" href=\"https:\/\/downloadlynet.ir\/tag\/meta-brains\/\" data-position=\"1\"><span class=\"ud-btn-label\"><span style=\"vertical-align: inherit\">Meta Brains<\/span><\/span><\/a><span style=\"vertical-align: inherit\"> , <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/skool-of-ai\/\"><span style=\"vertical-align: inherit\">Skool of AI<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Training level: Beginner to advanced<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Training duration: 6 hours and 24 minutes<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Number of lessons: 56<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-963845 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/02\/NLP-in-Python-Probability-Models-Statistics-Text-Analysis-1.png\" alt=\"NLP in Python: Probability Models Statistics Text Analysis\" width=\"881\" height=\"872\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Prerequisites for the NLP in Python: Probability Models Statistics Text Analysis course<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Basic Python programming experience \u2013 familiarity with functions, loops, and data structures. No advanced Python knowledge required.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Understanding of basic probability and statistics concepts (mean, variance, distributions). High school level math is sufficient.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">A computer with Python 3.7+ installed. All required libraries will be covered in the setup section of the course.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Basic understanding of data structures and algorithms. If you can work with lists and dictionaries in Python, you\u2019re ready.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">No prior Natural Language Processing or Machine Learning experience needed \u2013 we\u2019ll build from the ground up.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Complete beginners welcome! Each concept is explained step-by-step with practical examples and guided projects. These requirements: Set realistic expectations Keep the barrier to entry low Specify exact technical needs Encourage beginners to join Highlight the course\u2019s supportive approach Would you like me to adjust any of these requirements to better match your target audience? CopyRetryClaude can make mistakes. Please double-check responses.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-963846 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/02\/NLP-in-Python-Probability-Models-Statistics-Text-Analysis.png\" alt=\"NLP in Python: Probability Models Statistics Text Analysis\" width=\"881\" height=\"410\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Sample course video<\/span><\/h3>\n<div style=\"width: 640px;\" class=\"wp-video\"><span class=\"mejs-offscreen\">Video Player<\/span><\/p>\n<div id=\"mep_0\" class=\"mejs-container mejs-container-keyboard-inactive wp-video-shortcode mejs-video\" tabindex=\"0\" role=\"application\" aria-label=\"Video Player\" style=\"width: 640px; height: 360px; min-width: 217px;\">\n<div class=\"mejs-inner\">\n<div class=\"mejs-mediaelement\"><mediaelementwrapper id=\"video-154775-1\"><video class=\"wp-video-shortcode\" id=\"video-154775-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/NLP_in_Python_Probability_Models_Statistics_Text_Analysis_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/NLP_in_Python_Probability_Models_Statistics_Text_Analysis_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/NLP_in_Python_Probability_Models_Statistics_Text_Analysis_Downloadly.ir.mp4?nocache=1786112967028\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/NLP_in_Python_Probability_Models_Statistics_Text_Analysis_Downloadly.ir.mp4<\/a><\/video><\/mediaelementwrapper><\/div>\n<div class=\"mejs-layers\">\n<div class=\"mejs-poster mejs-layer\" style=\"display: none; width: 100%; height: 100%;\"><\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-loading\"><span class=\"mejs-overlay-loading-bg-img\"><\/span><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-error\"><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer mejs-overlay-play\" style=\"width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-button\" role=\"button\" tabindex=\"0\" aria-label=\"Play\" aria-pressed=\"false\"><\/div>\n<\/div>\n<\/div>\n<div class=\"mejs-controls\">\n<div class=\"mejs-button mejs-playpause-button mejs-play\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Play\" aria-label=\"Play\" tabindex=\"0\"><\/button><\/div>\n<div class=\"mejs-time mejs-currenttime-container\" role=\"timer\" aria-live=\"off\"><span class=\"mejs-currenttime\">00:00<\/span><\/div>\n<div class=\"mejs-time-rail\"><span class=\"mejs-time-total mejs-time-slider\" role=\"slider\" tabindex=\"0\" aria-label=\"Time Slider\" aria-valuemin=\"0\" aria-valuemax=\"0\" aria-valuenow=\"0\" aria-valuetext=\"00:00\"><span class=\"mejs-time-buffering\" style=\"display: none;\"><\/span><span class=\"mejs-time-loaded\"><\/span><span class=\"mejs-time-current\"><\/span><span class=\"mejs-time-hovered no-hover\"><\/span><span class=\"mejs-time-handle\"><span class=\"mejs-time-handle-content\"><\/span><\/span><span class=\"mejs-time-float\"><span class=\"mejs-time-float-current\">00:00<\/span><span class=\"mejs-time-float-corner\"><\/span><\/span><\/span><\/div>\n<div class=\"mejs-time mejs-duration-container\"><span class=\"mejs-duration\">00:00<\/span><\/div>\n<div class=\"mejs-button mejs-volume-button mejs-mute\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Mute\" aria-label=\"Mute\" tabindex=\"0\"><\/button><a href=\"javascript:void(0);\" class=\"mejs-volume-slider\" aria-label=\"Volume Slider\" aria-valuemin=\"0\" aria-valuemax=\"100\" role=\"slider\" aria-orientation=\"vertical\"><span class=\"mejs-offscreen\">Use Up\/Down Arrow keys to increase or decrease volume.<\/span><\/p>\n<div class=\"mejs-volume-total\">\n<div class=\"mejs-volume-current\" style=\"bottom: 0px; height: 100%;\"><\/div>\n<div class=\"mejs-volume-handle\" style=\"bottom: 100%; margin-bottom: -3px;\"><\/div>\n<\/div>\n<p><\/a><\/div>\n<div class=\"mejs-button mejs-fullscreen-button\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Fullscreen\" aria-label=\"Fullscreen\" tabindex=\"0\"><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div dir=\"ltr\" style=\"text-align: left\">\n<h3><span style=\"vertical-align: inherit\">Installation Guide<\/span><\/h3>\n<p><span style=\"vertical-align: inherit\">After Extract, view with your favorite player.<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Subtitles: None<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/Udemy_NLP_in_Python_Probability_Models_Statistics_Text_Analysis_2025-2.part1_Downloadly.ir.rar?nocache=1786112966\"><span style=\"vertical-align: inherit\">Download Part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/Udemy_NLP_in_Python_Probability_Models_Statistics_Text_Analysis_2025-2.part2_Downloadly.ir.rar?nocache=1786112966\"><span style=\"vertical-align: inherit\">Download Part 2 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/Udemy_NLP_in_Python_Probability_Models_Statistics_Text_Analysis_2025-2.part3_Downloadly.ir.rar?nocache=1786112966\"><span style=\"vertical-align: inherit\">Download Part 3 \u2013 10 MB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">2.01 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description NLP in Python: Probability Models, Statistics, Text Analysis. This comprehensive, hands-on course teaches you how to master natural language process<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[76315,76316,76317,76318,76319,15354,54269],"class_list":["post-8689","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-nlp-in-python-probability-models-statistics-text-analysis","dgi_tag-download-course-nlp-in-python-probability-models-statistics-text-analysis","dgi_tag-download-nlp-in-python-probability-models-statistics-text-analysis","dgi_tag-free-download-nlp-in-python-probability-models-statistics-text-analysis","dgi_tag-free-nlp-in-python-probability-models-statistics-text-analysis","dgi_tag-meta-brains","dgi_tag-skool-of-ai"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/8689","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item"}],"about":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/types\/digital_item"}],"author":[{"embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":0,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/8689\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=8689"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=8689"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=8689"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}