{"id":"0340b353-2060-4cd0-9681-fbd0ba0a052f","title":"Machine Learning: Practicum — From Basics to Results","description":"Machine Learning: Practicum — From Basics to Results is aimed at working specialists and managers aged 25–44 who need a structured upgrade they can deploy at work quickly. The program includes 8 lessons and about 23 hours, with emphasis on course orientation and outcomes, core concepts and mental models, and tools, setup, and learning environment; the capstone is a assistant rollout pack produced with automation flows, ChatGPT and evaluation rubrics.","contentLanguage":"en","coverUrl":"/course-covers/machine-learning-practicum-from-basics-to-results-0138c2b9-59c.webp","createdAt":"2026-05-26T07:47:03.843Z","updatedAt":"2026-05-26T07:51:44.700Z","durationSeconds":82800,"authorId":"58452760-4b68-40a5-afa6-4764120336bf","rating":4.285714285714286,"reviewCount":7,"expectedLessonsCount":8,"trailerUrl":null,"faq":[{"answer":"Basic familiarity is recommended. The opening block quickly aligns terminology and tools, then moves straight into hands-on implementation.","question":"Do I need prior experience?"},{"answer":"A comfortable pace is 3–5 hours per week. In total, the course includes 8 lessons and about 23 hours of guided work.","question":"How much time should I set aside each week?"},{"answer":"You will finish with a assistant rollout pack plus reusable materials built around automation flows and ChatGPT.","question":"What will I finish the course with?"}],"learningOutcomes":null,"requirements":null,"levels":["advanced"],"firstLessonFreePreviewEnabled":false,"certificateEnabled":true,"isPlatformCourse":false,"pricingTiers":[{"id":"standard","name":"Standard","price":119,"features":[],"highlighted":true}],"minPricingTierPrice":119,"bonuses":[],"status":"READY","archivedAt":null,"categoryId":"869af918-d185-46b9-84fe-8c771c9f7b29","lessons":[{"id":"1ce5dcd8-4b76-457c-8d77-21e8f69f4b15","title":"Machine Learning: Practicum — From Basics to Results — course orientation and outcomes","description":"Lesson 1 of 8 in Machine Learning: Practicum — From Basics to Results: work through course orientation and outcomes and turn the result into a reusable part of the final assistant rollout pack using automation flows and ChatGPT.","videoUrl":null,"videoFileName":null,"duration":10350,"position":0,"createdAt":"2026-05-26T07:47:03.843Z","updatedAt":"2026-05-26T07:47:03.843Z","courseId":"0340b353-2060-4cd0-9681-fbd0ba0a052f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"6dcbdc14-5c7a-4ca4-bfa7-2051ac438688","title":"Machine Learning: Practicum — From Basics to Results — core concepts and mental models","description":"Lesson 2 of 8 in Machine Learning: Practicum — From Basics to Results: work through core concepts and mental models and turn the result into a reusable part of the final assistant rollout pack using automation flows and ChatGPT.","videoUrl":null,"videoFileName":null,"duration":10350,"position":1,"createdAt":"2026-05-26T07:47:03.843Z","updatedAt":"2026-05-26T07:47:03.843Z","courseId":"0340b353-2060-4cd0-9681-fbd0ba0a052f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"d493abcf-2b35-47d1-be69-47db9d71c7d5","title":"Machine Learning: Practicum — From Basics to Results — tools, setup, and learning environment","description":"Lesson 3 of 8 in Machine Learning: Practicum — From Basics to Results: work through tools, setup, and learning environment and turn the result into a reusable part of the final assistant rollout pack using automation flows and ChatGPT.","videoUrl":null,"videoFileName":null,"duration":10350,"position":2,"createdAt":"2026-05-26T07:47:03.843Z","updatedAt":"2026-05-26T07:47:03.843Z","courseId":"0340b353-2060-4cd0-9681-fbd0ba0a052f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"bd5382ef-8198-459a-8054-fd2cdf75ea09","title":"Machine Learning: Practicum — From Basics to Results — practical workflows and process design","description":"Lesson 4 of 8 in Machine Learning: Practicum — From Basics to Results: work through practical workflows and process design and turn the result into a reusable part of the final assistant rollout pack using automation flows and ChatGPT.","videoUrl":null,"videoFileName":null,"duration":10350,"position":3,"createdAt":"2026-05-26T07:47:03.843Z","updatedAt":"2026-05-26T07:47:03.843Z","courseId":"0340b353-2060-4cd0-9681-fbd0ba0a052f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"1b9afaec-6292-46ad-9cfa-697a1d261723","title":"Machine Learning: Practicum — From Basics to Results — real cases and guided practice","description":"Lesson 5 of 8 in Machine Learning: Practicum — From Basics to Results: work through real cases and guided practice and turn the result into a reusable part of the final assistant rollout pack using automation flows and ChatGPT.","videoUrl":null,"videoFileName":null,"duration":10350,"position":4,"createdAt":"2026-05-26T07:47:03.843Z","updatedAt":"2026-05-26T07:47:03.843Z","courseId":"0340b353-2060-4cd0-9681-fbd0ba0a052f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"2151c362-4c7f-4b59-ba56-e16104af7c76","title":"Machine Learning: Practicum — From Basics to Results — evaluation, quality, and safety","description":"Lesson 6 of 8 in Machine Learning: Practicum — From Basics to Results: work through evaluation, quality, and safety and turn the result into a reusable part of the final assistant rollout pack using automation flows and ChatGPT.","videoUrl":null,"videoFileName":null,"duration":10350,"position":5,"createdAt":"2026-05-26T07:47:03.843Z","updatedAt":"2026-05-26T07:47:03.843Z","courseId":"0340b353-2060-4cd0-9681-fbd0ba0a052f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"75a1a2fb-3fe0-405f-8ae4-131764778bf8","title":"Machine Learning: Practicum — From Basics to Results — project build and review","description":"Lesson 7 of 8 in Machine Learning: Practicum — From Basics to Results: work through project build and review and turn the result into a reusable part of the final assistant rollout pack using automation flows and ChatGPT.","videoUrl":null,"videoFileName":null,"duration":10350,"position":6,"createdAt":"2026-05-26T07:47:03.843Z","updatedAt":"2026-05-26T07:47:03.843Z","courseId":"0340b353-2060-4cd0-9681-fbd0ba0a052f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"e6c0db5e-ddb7-4445-8855-b1baddb129bd","title":"Machine Learning: Practicum — From Basics to Results — implementation, handoff, and next steps","description":"Lesson 8 of 8 in Machine Learning: Practicum — From Basics to Results: work through implementation, handoff, and next steps and turn the result into a reusable part of the final assistant rollout pack using automation flows and ChatGPT.","videoUrl":null,"videoFileName":null,"duration":10350,"position":7,"createdAt":"2026-05-26T07:47:03.843Z","updatedAt":"2026-05-26T07:47:03.843Z","courseId":"0340b353-2060-4cd0-9681-fbd0ba0a052f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null}],"author":{"id":"58452760-4b68-40a5-afa6-4764120336bf","name":"Edward Barnes","avatarUrl":null,"bio":null,"socialLinks":null,"isPlatformRepresentative":false},"hasTeamOffer":false,"teamOfferSummary":null}