{"id":"cabaa40d-669b-479a-8a4a-12738357f85a","title":"Computer Vision: Lab — System and Results","description":"The course Computer Vision: Lab — System and Results 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 image data, CNNs and object detection, and a final applied AI prototype; the focus is core concepts and mental models, model training and iteration and tools, setup, and learning environment.","contentLanguage":"en","coverUrl":"/course-covers/computer-vision-lab-system-and-results-b52ae5af-de5.webp","createdAt":"2026-05-26T07:46:47.521Z","updatedAt":"2026-05-26T07:51:42.077Z","durationSeconds":115200,"authorId":"fbec6d2c-a327-4335-86f5-0062bc8f98ee","rating":4.4,"reviewCount":5,"expectedLessonsCount":9,"trailerUrl":null,"faq":[{"answer":"Familiarity with machine learning basics is recommended. The course starts with a clear ramp-up and then moves into system and results.","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 32 hours of guided study.","question":"How much time should I set aside each week?"},{"answer":"You will finish with a applied AI prototype plus reusable materials built around image data, CNNs and object detection.","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":"54d9f401-d18d-4985-a0f4-e9224702cfc3","title":"Computer Vision: Lab — System and Results — course orientation and outcomes","description":"Lesson 1 of 9 in Computer Vision: Lab — System and Results: work through course orientation and outcomes in the context of Computer Vision, and turn the result into a reusable part of the final applied AI prototype using image data and CNNs.","videoUrl":null,"videoFileName":null,"duration":12800,"position":0,"createdAt":"2026-05-26T07:46:47.521Z","updatedAt":"2026-05-26T07:46:47.521Z","courseId":"cabaa40d-669b-479a-8a4a-12738357f85a","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"a4b807d6-b371-463e-835d-3baff682bb92","title":"Computer Vision: Lab — System and Results — core concepts and mental models","description":"Lesson 2 of 9 in Computer Vision: Lab — System and Results: work through core concepts and mental models in the context of Computer Vision, and turn the result into a reusable part of the final applied AI prototype using image data and CNNs.","videoUrl":null,"videoFileName":null,"duration":12800,"position":1,"createdAt":"2026-05-26T07:46:47.521Z","updatedAt":"2026-05-26T07:46:47.521Z","courseId":"cabaa40d-669b-479a-8a4a-12738357f85a","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"6e4018ba-906b-4733-8c9d-4d3a87505beb","title":"Computer Vision: Lab — System and Results — model training and iteration","description":"Lesson 3 of 9 in Computer Vision: Lab — System and Results: work through model training and iteration in the context of Computer Vision, and turn the result into a reusable part of the final applied AI prototype using image data and CNNs.","videoUrl":null,"videoFileName":null,"duration":12800,"position":2,"createdAt":"2026-05-26T07:46:47.521Z","updatedAt":"2026-05-26T07:46:47.521Z","courseId":"cabaa40d-669b-479a-8a4a-12738357f85a","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"4d57d8f1-9669-4ecc-9aa1-32b377230f66","title":"Computer Vision: Lab — System and Results — tools, setup, and learning environment","description":"Lesson 4 of 9 in Computer Vision: Lab — System and Results: work through tools, setup, and learning environment in the context of Computer Vision, and turn the result into a reusable part of the final applied AI prototype using image data and CNNs.","videoUrl":null,"videoFileName":null,"duration":12800,"position":3,"createdAt":"2026-05-26T07:46:47.521Z","updatedAt":"2026-05-26T07:46:47.521Z","courseId":"cabaa40d-669b-479a-8a4a-12738357f85a","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"b911d219-209d-439f-96a4-c28446c31877","title":"Computer Vision: Lab — System and Results — real cases and guided practice","description":"Lesson 5 of 9 in Computer Vision: Lab — System and Results: work through real cases and guided practice in the context of Computer Vision, and turn the result into a reusable part of the final applied AI prototype using image data and CNNs.","videoUrl":null,"videoFileName":null,"duration":12800,"position":4,"createdAt":"2026-05-26T07:46:47.521Z","updatedAt":"2026-05-26T07:46:47.521Z","courseId":"cabaa40d-669b-479a-8a4a-12738357f85a","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"8e62bc08-4b7c-4569-9363-e85835ddd5b1","title":"Computer Vision: Lab — System and Results — evaluation, quality, and safety","description":"Lesson 6 of 9 in Computer Vision: Lab — System and Results: work through evaluation, quality, and safety in the context of Computer Vision, and turn the result into a reusable part of the final applied AI prototype using image data and CNNs.","videoUrl":null,"videoFileName":null,"duration":12800,"position":5,"createdAt":"2026-05-26T07:46:47.521Z","updatedAt":"2026-05-26T07:46:47.521Z","courseId":"cabaa40d-669b-479a-8a4a-12738357f85a","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"d5ffa4e2-cbbc-4b13-92ac-acc9f9c3a57c","title":"Computer Vision: Lab — System and Results — project build and review","description":"Lesson 7 of 9 in Computer Vision: Lab — System and Results: work through project build and review in the context of Computer Vision, and turn the result into a reusable part of the final applied AI prototype using image data and CNNs.","videoUrl":null,"videoFileName":null,"duration":12800,"position":6,"createdAt":"2026-05-26T07:46:47.521Z","updatedAt":"2026-05-26T07:46:47.521Z","courseId":"cabaa40d-669b-479a-8a4a-12738357f85a","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"a3b7c074-959c-44ac-9cc8-3a7d2f592440","title":"Computer Vision: Lab — System and Results — metrics, quality, and decision criteria","description":"Lesson 8 of 9 in Computer Vision: Lab — System and Results: work through metrics, quality, and decision criteria in the context of Computer Vision, and turn the result into a reusable part of the final applied AI prototype using image data and CNNs.","videoUrl":null,"videoFileName":null,"duration":12800,"position":7,"createdAt":"2026-05-26T07:46:47.521Z","updatedAt":"2026-05-26T07:46:47.521Z","courseId":"cabaa40d-669b-479a-8a4a-12738357f85a","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"bea2ffd3-2f79-4c67-ab46-cd2f6dfca0af","title":"Computer Vision: Lab — System and Results — implementation, handoff, and next steps","description":"Lesson 9 of 9 in Computer Vision: Lab — System and Results: work through implementation, handoff, and next steps in the context of Computer Vision, and turn the result into a reusable part of the final applied AI prototype using image data and CNNs.","videoUrl":null,"videoFileName":null,"duration":12800,"position":8,"createdAt":"2026-05-26T07:46:47.521Z","updatedAt":"2026-05-26T07:46:47.521Z","courseId":"cabaa40d-669b-479a-8a4a-12738357f85a","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null}],"author":{"id":"fbec6d2c-a327-4335-86f5-0062bc8f98ee","name":"Lucas Turner","avatarUrl":"https://lernrise.com/public/avatars/teacher-avatars/en/ffcb7bf5-b9dc-44de-8417-bf88d7eaf78d.webp","bio":null,"socialLinks":null,"isPlatformRepresentative":false},"hasTeamOffer":false,"teamOfferSummary":null}