{"id":568,"date":"2026-06-08T17:07:55","date_gmt":"2026-06-08T10:07:55","guid":{"rendered":"https:\/\/demo.themeum.com\/wordpress\/edumax\/?post_type=course&#038;p=248"},"modified":"2026-06-08T14:11:23","modified_gmt":"2026-06-08T14:11:23","slug":"ultimate-photoshop-training-from-beginner-to-pro","status":"publish","type":"courses","link":"https:\/\/class-jo.com\/ar\/courses\/ultimate-photoshop-training-from-beginner-to-pro\/","title":{"rendered":"\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629"},"content":{"rendered":"<p><a href=\"https:\/\/class-jo.com\/wp-content\/uploads\/2026\/06\/Machine-Learning-Basics.pdf\">\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629<\/a><\/p>\n<h2 data-section-id=\"12sq2dv\" data-start=\"327\" data-end=\"370\">\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u00a0<\/h2>\n<h3 data-section-id=\"159q0jh\" data-start=\"372\" data-end=\"418\">Module 1: Introduction to Machine Learning<\/h3>\n<ul data-start=\"419\" data-end=\"635\">\n<li data-section-id=\"1ryfkly\" data-start=\"419\" data-end=\"446\">What is Machine Learning?<\/li>\n<li data-section-id=\"1l2ttis\" data-start=\"447\" data-end=\"509\">Relationship between AI, Machine Learning, and Deep Learning<\/li>\n<li data-section-id=\"jakchs\" data-start=\"510\" data-end=\"553\">History and evolution of Machine Learning<\/li>\n<li data-section-id=\"dqzqog\" data-start=\"554\" data-end=\"590\">Why Machine Learning matters today<\/li>\n<li data-section-id=\"7pwram\" data-start=\"591\" data-end=\"635\">Real-world use cases and industry adoption<\/li>\n<\/ul>\n<h3 data-section-id=\"53k9qf\" data-start=\"637\" data-end=\"677\">Module 2: How Machine Learning Works<\/h3>\n<ul data-start=\"678\" data-end=\"825\">\n<li data-section-id=\"10xv46z\" data-start=\"678\" data-end=\"724\">Data \u2192 Training \u2192 Model \u2192 Prediction process<\/li>\n<li data-section-id=\"1dgzb4d\" data-start=\"725\" data-end=\"749\">Understanding datasets<\/li>\n<li data-section-id=\"1nz44nl\" data-start=\"750\" data-end=\"771\">Features and labels<\/li>\n<li data-section-id=\"1gn4m05\" data-start=\"772\" data-end=\"799\">Training vs. testing data<\/li>\n<li data-section-id=\"aidjy0\" data-start=\"800\" data-end=\"825\">Model evaluation basics<\/li>\n<\/ul>\n<h3 data-section-id=\"3mgkvc\" data-start=\"827\" data-end=\"870\">Module 3: Data Preparation Fundamentals<\/h3>\n<ul data-start=\"871\" data-end=\"1000\">\n<li data-section-id=\"1q0d6wq\" data-start=\"871\" data-end=\"886\">Types of data<\/li>\n<li data-section-id=\"1c46n36\" data-start=\"887\" data-end=\"912\">Data collection methods<\/li>\n<li data-section-id=\"14gsniy\" data-start=\"913\" data-end=\"946\">Data cleaning and preprocessing<\/li>\n<li data-section-id=\"5zvjuj\" data-start=\"947\" data-end=\"972\">Handling missing values<\/li>\n<li data-section-id=\"kikdor\" data-start=\"973\" data-end=\"1000\">Data visualization basics<\/li>\n<\/ul>\n<h3 data-section-id=\"1gaxr56\" data-start=\"1002\" data-end=\"1035\">Module 4: Supervised Learning<\/h3>\n<ul data-start=\"1036\" data-end=\"1270\">\n<li data-section-id=\"1e523b3\" data-start=\"1036\" data-end=\"1066\">What is supervised learning?<\/li>\n<li data-section-id=\"1fl6gsm\" data-start=\"1067\" data-end=\"1092\">Classification problems<\/li>\n<li data-section-id=\"jqtjbz\" data-start=\"1093\" data-end=\"1114\">Regression problems<\/li>\n<li data-section-id=\"1eize0e\" data-start=\"1115\" data-end=\"1249\">Common supervised learning algorithms\n<ul data-start=\"1157\" data-end=\"1249\">\n<li data-section-id=\"1xw6u3e\" data-start=\"1157\" data-end=\"1176\">Linear Regression<\/li>\n<li data-section-id=\"1ie3ron\" data-start=\"1179\" data-end=\"1200\">Logistic Regression<\/li>\n<li data-section-id=\"cr6431\" data-start=\"1203\" data-end=\"1219\">Decision Trees<\/li>\n<li data-section-id=\"1wvpvmn\" data-start=\"1222\" data-end=\"1249\">K-Nearest Neighbors (KNN)<\/li>\n<\/ul>\n<\/li>\n<li data-section-id=\"1w5wqg0\" data-start=\"1250\" data-end=\"1270\">Practical examples<\/li>\n<\/ul>\n<h3 data-section-id=\"1kxlwb4\" data-start=\"1272\" data-end=\"1307\">Module 5: Unsupervised Learning<\/h3>\n<ul data-start=\"1308\" data-end=\"1511\">\n<li data-section-id=\"1e5qg04\" data-start=\"1308\" data-end=\"1340\">What is unsupervised learning?<\/li>\n<li data-section-id=\"7alaup\" data-start=\"1341\" data-end=\"1362\">Clustering concepts<\/li>\n<li data-section-id=\"x27lhd\" data-start=\"1363\" data-end=\"1396\">Dimensionality reduction basics<\/li>\n<li data-section-id=\"1937mdy\" data-start=\"1397\" data-end=\"1490\">Common algorithms\n<ul data-start=\"1419\" data-end=\"1490\">\n<li data-section-id=\"m2kc7k\" data-start=\"1419\" data-end=\"1439\">K-Means Clustering<\/li>\n<li data-section-id=\"pvzzuz\" data-start=\"1442\" data-end=\"1467\">Hierarchical Clustering<\/li>\n<li data-section-id=\"2ckniz\" data-start=\"1470\" data-end=\"1490\">PCA (Introduction)<\/li>\n<\/ul>\n<\/li>\n<li data-section-id=\"1w5wqg0\" data-start=\"1491\" data-end=\"1511\">Practical examples<\/li>\n<\/ul>\n<h3 data-section-id=\"upx61k\" data-start=\"1513\" data-end=\"1558\">Module 6: Reinforcement Learning Overview<\/h3>\n<ul data-start=\"1559\" data-end=\"1728\">\n<li data-section-id=\"1fmbv8s\" data-start=\"1559\" data-end=\"1592\">What is reinforcement learning?<\/li>\n<li data-section-id=\"1lkc31c\" data-start=\"1593\" data-end=\"1624\">Agents, environments, rewards<\/li>\n<li data-section-id=\"1r8sjxy\" data-start=\"1625\" data-end=\"1659\">Learning through trial and error<\/li>\n<li data-section-id=\"1mzuyzl\" data-start=\"1660\" data-end=\"1728\">Common applications\n<ul data-start=\"1684\" data-end=\"1728\">\n<li data-section-id=\"g0eet1\" data-start=\"1684\" data-end=\"1694\">Robotics<\/li>\n<li data-section-id=\"1xiwkar\" data-start=\"1697\" data-end=\"1705\">Gaming<\/li>\n<li data-section-id=\"1mwjq9g\" data-start=\"1708\" data-end=\"1728\">Autonomous systems<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 data-section-id=\"17rto15\" data-start=\"1730\" data-end=\"1773\">Module 7: Machine Learning Applications<\/h3>\n<ul data-start=\"1774\" data-end=\"1924\">\n<li data-section-id=\"gtpahj\" data-start=\"1774\" data-end=\"1798\">Recommendation systems<\/li>\n<li data-section-id=\"1d9b4n6\" data-start=\"1799\" data-end=\"1827\">Image and face recognition<\/li>\n<li data-section-id=\"fr0hpf\" data-start=\"1828\" data-end=\"1845\">Fraud detection<\/li>\n<li data-section-id=\"1nzggnc\" data-start=\"1846\" data-end=\"1871\">Healthcare applications<\/li>\n<li data-section-id=\"1th4uuw\" data-start=\"1872\" data-end=\"1892\">Business analytics<\/li>\n<li data-section-id=\"1ndv3ex\" data-start=\"1893\" data-end=\"1924\">Smart assistants and chatbots<\/li>\n<\/ul>\n<h3 data-section-id=\"bqs0t5\" data-start=\"1926\" data-end=\"1983\">Module 8: Benefits and Challenges of Machine Learning<\/h3>\n<ul data-start=\"1984\" data-end=\"2198\">\n<li data-section-id=\"if5131\" data-start=\"1984\" data-end=\"2075\">Advantages of ML systems\n<ul data-start=\"2013\" data-end=\"2075\">\n<li data-section-id=\"399lfb\" data-start=\"2013\" data-end=\"2025\">Automation<\/li>\n<li data-section-id=\"138c61f\" data-start=\"2028\" data-end=\"2050\">Fast data processing<\/li>\n<li data-section-id=\"skq7yw\" data-start=\"2053\" data-end=\"2075\">Accurate predictions<\/li>\n<\/ul>\n<\/li>\n<li data-section-id=\"vvg4dp\" data-start=\"2076\" data-end=\"2198\">Challenges and limitations\n<ul data-start=\"2107\" data-end=\"2198\">\n<li data-section-id=\"10goz8f\" data-start=\"2107\" data-end=\"2128\">Data quality issues<\/li>\n<li data-section-id=\"f2usul\" data-start=\"2131\" data-end=\"2150\">Bias and fairness<\/li>\n<li data-section-id=\"1ckvgcy\" data-start=\"2153\" data-end=\"2177\">Model interpretability<\/li>\n<li data-section-id=\"1696c2t\" data-start=\"2180\" data-end=\"2198\">Privacy concerns<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 data-section-id=\"18ikybi\" data-start=\"2200\" data-end=\"2252\">Module 9: Introduction to Machine Learning Tools<\/h3>\n<ul data-start=\"2253\" data-end=\"2402\">\n<li data-section-id=\"9yvzcc\" data-start=\"2253\" data-end=\"2280\">Overview of Python for ML<\/li>\n<li data-section-id=\"1k773yy\" data-start=\"2281\" data-end=\"2373\">Introduction to:\n<ul data-start=\"2302\" data-end=\"2373\">\n<li data-section-id=\"ln4jpg\" data-start=\"2302\" data-end=\"2320\">Jupyter Notebook<\/li>\n<li data-section-id=\"16vjbsn\" data-start=\"2323\" data-end=\"2330\">NumPy<\/li>\n<li data-section-id=\"36q50h\" data-start=\"2333\" data-end=\"2341\">Pandas<\/li>\n<li data-section-id=\"w82u8g\" data-start=\"2344\" data-end=\"2356\">Matplotlib<\/li>\n<li data-section-id=\"ln4kke\" data-start=\"2359\" data-end=\"2373\">Scikit-Learn<\/li>\n<\/ul>\n<\/li>\n<li data-section-id=\"15w2y5b\" data-start=\"2374\" data-end=\"2402\">Building a simple ML model<\/li>\n<\/ul>\n<h3 data-section-id=\"140iyje\" data-start=\"2404\" data-end=\"2445\">Module 10: Future of Machine Learning<\/h3>\n<ul data-start=\"2446\" data-end=\"2599\">\n<li data-section-id=\"h0a5d6\" data-start=\"2446\" data-end=\"2463\">Emerging trends<\/li>\n<li data-section-id=\"vv98ks\" data-start=\"2464\" data-end=\"2505\">Generative AI and Large Language Models<\/li>\n<li data-section-id=\"2du6yc\" data-start=\"2506\" data-end=\"2536\">Automation across industries<\/li>\n<li data-section-id=\"c2c1tn\" data-start=\"2537\" data-end=\"2564\">Ethical AI considerations<\/li>\n<li data-section-id=\"1bry1he\" data-start=\"2565\" data-end=\"2599\">Career paths in Machine Learning<\/li>\n<\/ul>\n<h3 data-section-id=\"12m1ah8\" data-start=\"2601\" data-end=\"2628\">Final Practical Project<\/h3>\n<ul data-start=\"2629\" data-end=\"2757\">\n<li data-section-id=\"rn1516\" data-start=\"2629\" data-end=\"2648\">Dataset selection<\/li>\n<li data-section-id=\"1al4w2p\" data-start=\"2649\" data-end=\"2667\">Data preparation<\/li>\n<li data-section-id=\"1pw8tvr\" data-start=\"2668\" data-end=\"2684\">Model training<\/li>\n<li data-section-id=\"1q8kxhs\" data-start=\"2685\" data-end=\"2725\">Evaluation and presentation of results<\/li>\n<li data-section-id=\"15pyd4o\" data-start=\"2726\" data-end=\"2757\">Project report and discussion<\/li>\n<\/ul>\n<h3 data-section-id=\"gxmt9c\" data-start=\"2759\" data-end=\"2788\">\u00a0<\/h3>\n<p>\u00a0<\/p>","protected":false},"excerpt":{"rendered":"<p>We focus on real-world cases and I present the best techniques that require minimal effort yet produce maximum results. All my content is focused on getting the job done in the least amount of time possible. I&#8217;ll be using the latest version of the program &#8211; Photoshop CC 2019, but all the content is explained for all users, no matter what version you have installed. Photoshop Elements is not compatible with this course.   <\/p>","protected":false},"author":19,"featured_media":4335,"template":"","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_joinchat":[]},"course-category":[56,21],"course-tag":[15,18],"class_list":["post-568","courses","type-courses","status-publish","has-post-thumbnail","hentry","course-category-ai","course-category-business","course-tag-ai","course-tag-programming"],"_links":{"self":[{"href":"https:\/\/class-jo.com\/ar\/wp-json\/wp\/v2\/courses\/568","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/class-jo.com\/ar\/wp-json\/wp\/v2\/courses"}],"about":[{"href":"https:\/\/class-jo.com\/ar\/wp-json\/wp\/v2\/types\/courses"}],"author":[{"embeddable":true,"href":"https:\/\/class-jo.com\/ar\/wp-json\/wp\/v2\/users\/19"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/class-jo.com\/ar\/wp-json\/wp\/v2\/media\/4335"}],"wp:attachment":[{"href":"https:\/\/class-jo.com\/ar\/wp-json\/wp\/v2\/media?parent=568"}],"wp:term":[{"taxonomy":"course-category","embeddable":true,"href":"https:\/\/class-jo.com\/ar\/wp-json\/wp\/v2\/course-category?post=568"},{"taxonomy":"course-tag","embeddable":true,"href":"https:\/\/class-jo.com\/ar\/wp-json\/wp\/v2\/course-tag?post=568"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}