{"id":"a4af151c-280e-4a41-a6c8-72444fb7f5a6","title":"Machine Learning: Masterclass — Confident Applied Level","description":"The course Machine Learning: Masterclass — Confident Applied Level is designed for career starters and switchers aged 25–34 and turns the topic into a practical result instead of abstract theory. The program includes 9 lessons, applied work with scikit-learn, model evaluation and features, and a final machine learning notebook; the focus is data handling and preparation, model training and iteration and queries, models, and structure.","contentLanguage":"en","coverUrl":"/course-covers/machine-learning-masterclass-confident-applied-level-610a4a25-fbd.webp","createdAt":"2026-05-26T07:46:37.034Z","updatedAt":"2026-05-26T07:51:44.675Z","durationSeconds":111600,"authorId":"d851c02b-2be2-43ca-8ba2-27ee480555e5","rating":4.273972602739726,"reviewCount":73,"expectedLessonsCount":9,"trailerUrl":null,"faq":[{"answer":"Basic Python and introductory statistics are recommended. The course starts with a clear ramp-up and then moves into confident applied level.","question":"Do I need prior experience?"},{"answer":"A comfortable pace is 6–8 hours per week. In total, the course includes 9 lessons and about 31 hours of guided study.","question":"How much time should I set aside each week?"},{"answer":"You will finish with a machine learning notebook plus reusable materials built around scikit-learn, model evaluation and features.","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":149,"features":[],"highlighted":true}],"minPricingTierPrice":149,"bonuses":[],"status":"READY","archivedAt":null,"categoryId":"869af918-d185-46b9-84fe-8c771c9f7b29","lessons":[{"id":"cfe8e506-9a80-445c-8a59-4bf7f12b5b6e","title":"Machine Learning: Masterclass — Confident Applied Level — course orientation and outcomes","description":"Lesson 1 of 9 in Machine Learning: Masterclass — Confident Applied Level: work through course orientation and outcomes in the context of Machine Learning, and turn the result into a reusable part of the final machine learning notebook using scikit-learn and model evaluation.","videoUrl":null,"videoFileName":null,"duration":12400,"position":0,"createdAt":"2026-05-26T07:46:37.034Z","updatedAt":"2026-05-26T07:46:37.034Z","courseId":"a4af151c-280e-4a41-a6c8-72444fb7f5a6","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"85b1bdee-0bd7-4c2e-9572-d85ce9d66232","title":"Machine Learning: Masterclass — Confident Applied Level — data handling and preparation","description":"Lesson 2 of 9 in Machine Learning: Masterclass — Confident Applied Level: work through data handling and preparation in the context of Machine Learning, and turn the result into a reusable part of the final machine learning notebook using scikit-learn and model evaluation.","videoUrl":null,"videoFileName":null,"duration":12400,"position":1,"createdAt":"2026-05-26T07:46:37.034Z","updatedAt":"2026-05-26T07:46:37.034Z","courseId":"a4af151c-280e-4a41-a6c8-72444fb7f5a6","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"0a260d51-3293-4169-a484-d14321ae1d09","title":"Machine Learning: Masterclass — Confident Applied Level — model training and iteration","description":"Lesson 3 of 9 in Machine Learning: Masterclass — Confident Applied Level: work through model training and iteration in the context of Machine Learning, and turn the result into a reusable part of the final machine learning notebook using scikit-learn and model evaluation.","videoUrl":null,"videoFileName":null,"duration":12400,"position":2,"createdAt":"2026-05-26T07:46:37.034Z","updatedAt":"2026-05-26T07:46:37.034Z","courseId":"a4af151c-280e-4a41-a6c8-72444fb7f5a6","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"1760f8d9-d667-4f6f-9e41-570bd3a3407e","title":"Machine Learning: Masterclass — Confident Applied Level — queries, models, and structure","description":"Lesson 4 of 9 in Machine Learning: Masterclass — Confident Applied Level: work through queries, models, and structure in the context of Machine Learning, and turn the result into a reusable part of the final machine learning notebook using scikit-learn and model evaluation.","videoUrl":null,"videoFileName":null,"duration":12400,"position":3,"createdAt":"2026-05-26T07:46:37.034Z","updatedAt":"2026-05-26T07:46:37.034Z","courseId":"a4af151c-280e-4a41-a6c8-72444fb7f5a6","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"67de05af-173e-4f28-8586-7becc2ed521f","title":"Machine Learning: Masterclass — Confident Applied Level — evaluation, quality, and safety","description":"Lesson 5 of 9 in Machine Learning: Masterclass — Confident Applied Level: work through evaluation, quality, and safety in the context of Machine Learning, and turn the result into a reusable part of the final machine learning notebook using scikit-learn and model evaluation.","videoUrl":null,"videoFileName":null,"duration":12400,"position":4,"createdAt":"2026-05-26T07:46:37.034Z","updatedAt":"2026-05-26T07:46:37.034Z","courseId":"a4af151c-280e-4a41-a6c8-72444fb7f5a6","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"0b2b014d-1dd6-44f8-87e7-7d9f3e78bc3f","title":"Machine Learning: Masterclass — Confident Applied Level — real cases and guided practice","description":"Lesson 6 of 9 in Machine Learning: Masterclass — Confident Applied Level: work through real cases and guided practice in the context of Machine Learning, and turn the result into a reusable part of the final machine learning notebook using scikit-learn and model evaluation.","videoUrl":null,"videoFileName":null,"duration":12400,"position":5,"createdAt":"2026-05-26T07:46:37.034Z","updatedAt":"2026-05-26T07:46:37.034Z","courseId":"a4af151c-280e-4a41-a6c8-72444fb7f5a6","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"749894b9-d35d-438e-af94-ee75d9d72cb0","title":"Machine Learning: Masterclass — Confident Applied Level — project build and review","description":"Lesson 7 of 9 in Machine Learning: Masterclass — Confident Applied Level: work through project build and review in the context of Machine Learning, and turn the result into a reusable part of the final machine learning notebook using scikit-learn and model evaluation.","videoUrl":null,"videoFileName":null,"duration":12400,"position":6,"createdAt":"2026-05-26T07:46:37.034Z","updatedAt":"2026-05-26T07:46:37.034Z","courseId":"a4af151c-280e-4a41-a6c8-72444fb7f5a6","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"da6091f2-b3a2-4f10-84e3-1c6cd76a98cc","title":"Machine Learning: Masterclass — Confident Applied Level — metrics, quality, and decision criteria","description":"Lesson 8 of 9 in Machine Learning: Masterclass — Confident Applied Level: work through metrics, quality, and decision criteria in the context of Machine Learning, and turn the result into a reusable part of the final machine learning notebook using scikit-learn and model evaluation.","videoUrl":null,"videoFileName":null,"duration":12400,"position":7,"createdAt":"2026-05-26T07:46:37.034Z","updatedAt":"2026-05-26T07:46:37.034Z","courseId":"a4af151c-280e-4a41-a6c8-72444fb7f5a6","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"f6f20e49-0b0f-440b-a642-6256ae8a4bd2","title":"Machine Learning: Masterclass — Confident Applied Level — implementation, handoff, and next steps","description":"Lesson 9 of 9 in Machine Learning: Masterclass — Confident Applied Level: work through implementation, handoff, and next steps in the context of Machine Learning, and turn the result into a reusable part of the final machine learning notebook using scikit-learn and model evaluation.","videoUrl":null,"videoFileName":null,"duration":12400,"position":8,"createdAt":"2026-05-26T07:46:37.034Z","updatedAt":"2026-05-26T07:46:37.034Z","courseId":"a4af151c-280e-4a41-a6c8-72444fb7f5a6","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null}],"author":{"id":"d851c02b-2be2-43ca-8ba2-27ee480555e5","name":"Ethan Reed","avatarUrl":"https://lernrise.com/public/avatars/teacher-avatars/en/3b9bb745-9df1-4787-b640-2b44868c0712.webp","bio":null,"socialLinks":null,"isPlatformRepresentative":false},"hasTeamOffer":false,"teamOfferSummary":null}