{"id":17835,"date":"2025-07-13T19:04:16","date_gmt":"2025-07-13T19:04:16","guid":{"rendered":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835"},"modified":"2025-09-21T06:47:42","modified_gmt":"2025-09-21T06:47:42","slug":"course-time-series-analysis-course-2025","status":"publish","type":"page","link":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835","title":{"rendered":"Course &#8211; Time Series Analysis Course 2025"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"17835\" class=\"elementor elementor-17835\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-ec95e03 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ec95e03\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2d5bc91\" data-id=\"2d5bc91\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4412d40 elementor-widget elementor-widget-heading\" data-id=\"4412d40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Practical Time Series Analysis Workshop\n\n<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-dbd0613 elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dbd0613\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ddb3dd4\" data-id=\"ddb3dd4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2f9da4e elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"2f9da4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chalkboard-teacher\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDr. Imri Aharoni, DSRC Data scientist\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3363765 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"3363765\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-clock\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t19.10.2025 Sunday 09:00 - 16:00<br>22.10.2025 Wednesday 09:00 - 16:00\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-763fd70 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"763fd70\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-map-marker-alt\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tUniversity of Haifa, Carmel campus<br>Education building<BR>Floor 3, room - 363\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be66fc5 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"be66fc5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-exclamation\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPrerequisites\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t- Basic knowledge of statistics (mean, variance, correlation)<BR>- Prior experience with Python (pandas, numpy, matplotlib)\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe33352 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"fe33352\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-edit\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSuggested preparation\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t- IBM \"Python for Data Science\"<BR>\n- Campus IL \"Self.py\" (Hebrew)\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d890e60 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"d890e60\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-book-reader\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tReading Material\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t- IBM \"Python for Data Science\"<br>- Time Series Analysis with Python Cookbook \u2013 Tarek A. Atwan<br>- Machine Learning for Time-Series \u2013 Ben Auffarth<br>- Modern Statistics with Python \u2013 Ron Kenett et al.\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49dbd31 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"49dbd31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-info\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAbstract\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThis hands-on workshop introduces participants to the core methods and modern techniques in time series analysis. Spanning from classical decomposition and forecasting to machine learning and deep learning models, the workshop integrates theory with practical coding exercises in Python.<br><br>Learning Objectives:<br>- Understand and decompose time series into basic components<br>- Test stationarity and transform non-stationary data<br>- Build classical models like: ARIMA, SARIMA<br>- Explore multivariate dependencies using VAR and ARIMAX<br>- Apply classic machine learning models for forecasting and anomaly detection<br>- Introduction to deep learning architectures like RNNs, LSTMs, and GRUs for time series predictions<br><br>Structure:<br>- 2 intensive days of lectures, 9:00 - 16:00, and practical practice in class (12 hours total)<br>- Python-based home assignments (12 hours)<br>- Group coding session (3 hours)\n\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-223584e elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"223584e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-user-friends\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tTarget Audience\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tGraduate students, researchers, and professionals in any discipline using time-related data, seeking to enhance their analytical and forecasting capabilities\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-757eabd elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"757eabd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-credit-card\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tRegistration Cost\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tRegular price - 700 NIS<br>\nReduced price for students - 400 NIS<br>Note: in October 2026 we will contact you with a link for payment (currently being set up)<br><br>The workshop is free for students or faculty of the University of Haifa\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64ef2b9 elementor-align-left elementor-mobile-align-center elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"64ef2b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md elementor-animation-grow\" href=\"https:\/\/drive.google.com\/file\/d\/1xmFqOOsME5HcbAHa44w6h_FDb41UUigC\/view?usp=drive_link\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-file-powerpoint\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Syllabus<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-327db0f elementor-widget elementor-widget-spacer\" data-id=\"327db0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-c1b2630 elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c1b2630\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d324faf\" data-id=\"d324faf\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-25dd506 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"25dd506\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chalkboard-teacher\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDr. Imri Aharoni, DSRC Data scientist\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a6457ea elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"a6457ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-clock\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\t19.10.2025 Sunday 09:00 - 16:00<br>22.10.2025 Wednesday 09:00 - 16:00\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-637f65c elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"637f65c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-map-marker-alt\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tUniversity of Haifa, Carmel campus<br>Education building<BR>Floor 3, room - 363\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-104f49a elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"104f49a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-exclamation\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPrerequisites\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t- Basic knowledge of statistics (mean, variance, correlation)<BR>- Prior experience with Python (pandas, numpy, matplotlib)\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7b7bba elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"a7b7bba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-edit\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSuggested preparation\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t- IBM \"Python for Data Science\"<BR>\n- Campus IL \"Self.py\" (Hebrew)\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2507752 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"2507752\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-book-reader\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tReading Material\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t- IBM \"Python for Data Science\"<br>- Time Series Analysis with Python Cookbook \u2013 Tarek A. Atwan<br>- Machine Learning for Time-Series \u2013 Ben Auffarth<br>- Modern Statistics with Python \u2013 Ron Kenett et al.\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d60624a elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"d60624a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-info\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAbstract\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThis hands-on workshop introduces participants to the core methods and modern techniques in time series analysis. Spanning from classical decomposition and forecasting to machine learning and deep learning models, the workshop integrates theory with practical coding exercises in Python.<br><br>Learning Objectives:<br>- Understand and decompose time series into basic components<br>- Test stationarity and transform non-stationary data<br>- Build classical models like: ARIMA, SARIMA<br>- Explore multivariate dependencies using VAR and ARIMAX<br>- Apply classic machine learning models for forecasting and anomaly detection<br>- Introduction to deep learning architectures like RNNs, LSTMs, and GRUs for time series predictions<br><br>Structure:<br>- 2 intensive days of lectures, 9:00 - 16:00, and practical practice in class (12 hours total)<br>- Python-based home assignments (12 hours)<br>- Group coding session (3 hours)\n\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5627154 elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"5627154\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-user-friends\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tTarget Audience\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tGraduate students, researchers, and professionals in any discipline using time-related data, seeking to enhance their analytical and forecasting capabilities\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-229e16d elementor-position-inline-start elementor-mobile-position-inline-start elementor-view-default elementor-widget elementor-widget-icon-box\" data-id=\"229e16d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-credit-card\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tRegistration Cost\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tRegular price - 700 NIS<br>\nReduced price for students - 400 NIS<br>Note: in October 2026 we will contact you with a link for payment (currently being set up)<br><br>The workshop is free for students or faculty of the University of Haifa\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e626bcc elementor-align-left elementor-mobile-align-center elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"e626bcc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md elementor-animation-grow\" href=\"https:\/\/drive.google.com\/file\/d\/1xmFqOOsME5HcbAHa44w6h_FDb41UUigC\/view?usp=drive_link\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-file-powerpoint\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Syllabus<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69e039b elementor-widget elementor-widget-spacer\" data-id=\"69e039b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-f3a8b6f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f3a8b6f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3a6029f\" data-id=\"3a6029f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e21f2f5 elementor-align-center elementor-mobile-align-center elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"e21f2f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md elementor-animation-grow\" href=\"https:\/\/conf.haifa.ac.il\/form\/practical-time-series-analysis\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-file-signature\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Registration<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9046d3c elementor-widget elementor-widget-spacer\" data-id=\"9046d3c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 &#8211; 16:0022.10.2025 Wednesday 09:00 &#8211; 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room &#8211; 363 Prerequisites &#8211; Basic knowledge of statistics (mean, variance, correlation)&#8211; Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation &#8211; IBM &#8220;Python for Data Science&#8221; &#8211; [&hellip;]<\/p>\n","protected":false},"author":93,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"_acf_changed":false,"_eb_attr":"","_templately_pack_id":"","_templately_imported_at":"","_templately_source":"","_templately_import_session_id":"","footnotes":""},"class_list":["post-17835","page","type-page","status-publish","hentry","entry"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.4 - aioseo.com -->\n\t<meta name=\"description\" content=\"Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 - 16:0022.10.2025 Wednesday 09:00 - 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room - 363 Prerequisites - Basic knowledge of statistics (mean, variance, correlation)- Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation - IBM &quot;Python for Data Science&quot; -\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=17835\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.4\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Data Science Research Center - Data Science Research Center\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Course \u2013 Time Series Analysis Course 2025 - Data Science Research Center\" \/>\n\t\t<meta property=\"og:description\" content=\"Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 - 16:0022.10.2025 Wednesday 09:00 - 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room - 363 Prerequisites - Basic knowledge of statistics (mean, variance, correlation)- Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation - IBM &quot;Python for Data Science&quot; -\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/dsrc.haifa.ac.il\/?page_id=17835\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2025-07-13T19:04:16+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2025-09-21T06:47:42+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Course \u2013 Time Series Analysis Course 2025 - Data Science Research Center\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 - 16:0022.10.2025 Wednesday 09:00 - 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room - 363 Prerequisites - Basic knowledge of statistics (mean, variance, correlation)- Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation - IBM &quot;Python for Data Science&quot; -\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835#listItem\",\"name\":\"Course &#8211; Time Series Analysis Course 2025\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835#listItem\",\"position\":2,\"name\":\"Course &#8211; Time Series Analysis Course 2025\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/#listItem\",\"name\":\"Home\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/#organization\",\"name\":\"Data Science Research Center\",\"description\":\"Data Science Research Center\",\"url\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835#webpage\",\"url\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835\",\"name\":\"Course \\u2013 Time Series Analysis Course 2025 - Data Science Research Center\",\"description\":\"Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 - 16:0022.10.2025 Wednesday 09:00 - 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room - 363 Prerequisites - Basic knowledge of statistics (mean, variance, correlation)- Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation - IBM \\\"Python for Data Science\\\" -\",\"inLanguage\":\"en-US\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835#breadcrumblist\"},\"datePublished\":\"2025-07-13T19:04:16+00:00\",\"dateModified\":\"2025-09-21T06:47:42+00:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/#website\",\"url\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/\",\"name\":\"Data Science Research Center\",\"description\":\"Data Science Research Center\",\"inLanguage\":\"en-US\",\"publisher\":{\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"Course \u2013 Time Series Analysis Course 2025 - Data Science Research Center","description":"Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 - 16:0022.10.2025 Wednesday 09:00 - 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room - 363 Prerequisites - Basic knowledge of statistics (mean, variance, correlation)- Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation - IBM \"Python for Data Science\" -","canonical_url":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BreadcrumbList","@id":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/dsrc.haifa.ac.il\/#listItem","position":1,"name":"Home","item":"https:\/\/dsrc.haifa.ac.il\/","nextItem":{"@type":"ListItem","@id":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835#listItem","name":"Course &#8211; Time Series Analysis Course 2025"}},{"@type":"ListItem","@id":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835#listItem","position":2,"name":"Course &#8211; Time Series Analysis Course 2025","previousItem":{"@type":"ListItem","@id":"https:\/\/dsrc.haifa.ac.il\/#listItem","name":"Home"}}]},{"@type":"Organization","@id":"https:\/\/dsrc.haifa.ac.il\/#organization","name":"Data Science Research Center","description":"Data Science Research Center","url":"https:\/\/dsrc.haifa.ac.il\/"},{"@type":"WebPage","@id":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835#webpage","url":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835","name":"Course \u2013 Time Series Analysis Course 2025 - Data Science Research Center","description":"Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 - 16:0022.10.2025 Wednesday 09:00 - 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room - 363 Prerequisites - Basic knowledge of statistics (mean, variance, correlation)- Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation - IBM \"Python for Data Science\" -","inLanguage":"en-US","isPartOf":{"@id":"https:\/\/dsrc.haifa.ac.il\/#website"},"breadcrumb":{"@id":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835#breadcrumblist"},"datePublished":"2025-07-13T19:04:16+00:00","dateModified":"2025-09-21T06:47:42+00:00"},{"@type":"WebSite","@id":"https:\/\/dsrc.haifa.ac.il\/#website","url":"https:\/\/dsrc.haifa.ac.il\/","name":"Data Science Research Center","description":"Data Science Research Center","inLanguage":"en-US","publisher":{"@id":"https:\/\/dsrc.haifa.ac.il\/#organization"}}]},"og:locale":"en_US","og:site_name":"Data Science Research Center - Data Science Research Center","og:type":"article","og:title":"Course \u2013 Time Series Analysis Course 2025 - Data Science Research Center","og:description":"Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 - 16:0022.10.2025 Wednesday 09:00 - 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room - 363 Prerequisites - Basic knowledge of statistics (mean, variance, correlation)- Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation - IBM &quot;Python for Data Science&quot; -","og:url":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835","article:published_time":"2025-07-13T19:04:16+00:00","article:modified_time":"2025-09-21T06:47:42+00:00","twitter:card":"summary_large_image","twitter:title":"Course \u2013 Time Series Analysis Course 2025 - Data Science Research Center","twitter:description":"Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 - 16:0022.10.2025 Wednesday 09:00 - 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room - 363 Prerequisites - Basic knowledge of statistics (mean, variance, correlation)- Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation - IBM &quot;Python for Data Science&quot; -"},"aioseo_meta_data":{"post_id":"17835","title":null,"description":null,"keywords":null,"keyphrases":{"focus":[],"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"WebPage","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":{"faqs":[],"keyPoints":[],"titles":[],"descriptions":[],"socialPosts":{"email":[],"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"created":"2025-07-13 19:04:18","updated":"2026-10-12 18:47:12","seo_analyzer_scan_date":null,"focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/dsrc.haifa.ac.il\/\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tCourse \u2013 Time Series Analysis Course 2025\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/dsrc.haifa.ac.il\/"},{"label":"Course &#8211; Time Series Analysis Course 2025","link":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835"}],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Course - Time Series Analysis Course 2025 - Data Science Research Center<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=17835\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Course - Time Series Analysis Course 2025 - Data Science Research Center\" \/>\n<meta property=\"og:description\" content=\"Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 &#8211; 16:0022.10.2025 Wednesday 09:00 &#8211; 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room &#8211; 363 Prerequisites &#8211; Basic knowledge of statistics (mean, variance, correlation)&#8211; Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation &#8211; IBM &#8220;Python for Data Science&#8221; &#8211; [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dsrc.haifa.ac.il\/?page_id=17835\" \/>\n<meta property=\"og:site_name\" content=\"Data Science Research Center\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-21T06:47:42+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835\",\"url\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835\",\"name\":\"Course - Time Series Analysis Course 2025 - Data Science Research Center\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/#website\"},\"datePublished\":\"2025-07-13T19:04:16+00:00\",\"dateModified\":\"2025-09-21T06:47:42+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?page_id=17835#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Course &#8211; Time Series Analysis Course 2025\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/#website\",\"url\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/\",\"name\":\"Data Science Research Center\",\"description\":\"Data Science Research Center\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/dsrc.haifa.ac.il\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Course - Time Series Analysis Course 2025 - Data Science Research Center","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835","og_locale":"en_US","og_type":"article","og_title":"Course - Time Series Analysis Course 2025 - Data Science Research Center","og_description":"Practical Time Series Analysis Workshop Dr. Imri Aharoni, DSRC Data scientist 19.10.2025 Sunday 09:00 &#8211; 16:0022.10.2025 Wednesday 09:00 &#8211; 16:00 University of Haifa, Carmel campusEducation buildingFloor 3, room &#8211; 363 Prerequisites &#8211; Basic knowledge of statistics (mean, variance, correlation)&#8211; Prior experience with Python (pandas, numpy, matplotlib) Suggested preparation &#8211; IBM &#8220;Python for Data Science&#8221; &#8211; [&hellip;]","og_url":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835","og_site_name":"Data Science Research Center","article_modified_time":"2025-09-21T06:47:42+00:00","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835","url":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835","name":"Course - Time Series Analysis Course 2025 - Data Science Research Center","isPartOf":{"@id":"https:\/\/dsrc.haifa.ac.il\/#website"},"datePublished":"2025-07-13T19:04:16+00:00","dateModified":"2025-09-21T06:47:42+00:00","breadcrumb":{"@id":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/dsrc.haifa.ac.il\/?page_id=17835"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/dsrc.haifa.ac.il\/?page_id=17835#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/dsrc.haifa.ac.il\/"},{"@type":"ListItem","position":2,"name":"Course &#8211; Time Series Analysis Course 2025"}]},{"@type":"WebSite","@id":"https:\/\/dsrc.haifa.ac.il\/#website","url":"https:\/\/dsrc.haifa.ac.il\/","name":"Data Science Research Center","description":"Data Science Research Center","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/dsrc.haifa.ac.il\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/dsrc.haifa.ac.il\/index.php?rest_route=\/wp\/v2\/pages\/17835","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dsrc.haifa.ac.il\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dsrc.haifa.ac.il\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dsrc.haifa.ac.il\/index.php?rest_route=\/wp\/v2\/users\/93"}],"replies":[{"embeddable":true,"href":"https:\/\/dsrc.haifa.ac.il\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=17835"}],"version-history":[{"count":58,"href":"https:\/\/dsrc.haifa.ac.il\/index.php?rest_route=\/wp\/v2\/pages\/17835\/revisions"}],"predecessor-version":[{"id":18027,"href":"https:\/\/dsrc.haifa.ac.il\/index.php?rest_route=\/wp\/v2\/pages\/17835\/revisions\/18027"}],"wp:attachment":[{"href":"https:\/\/dsrc.haifa.ac.il\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=17835"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}