<http://localhost:4040/dataset/itc_courses/resource/http%3A%2F%2Fgch.utwente.nl%2Fdata%2Fconcept%2F0b80ffc4-4ee8-46b7-bb3a-bec57b0d24ac> <http://xmlns.com/foaf/0.1/primaryTopic> <http://gch.utwente.nl/data/concept/0b80ffc4-4ee8-46b7-bb3a-bec57b0d24ac> . <http://gch.utwente.nl/data/concept/0b80ffc4-4ee8-46b7-bb3a-bec57b0d24ac> <http://gch.utwente.nl/ontology#isSubjectOf> <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#courseNumber> "4" . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#credits> "5.0" . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#durationInHoursFromECTS> "140.0" . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#durationInWeeks> "10.0" . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasCourseLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/0ef21e4c-9f92-47d6-9baa-2cec52176683> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasCourseLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasCourseLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/5a5d490b-43e2-4be2-8bec-b4900c850c01> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasCourseLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/8cfd16f8-8c64-4c47-ab19-190179073739> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasCourseLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/8d05ac6b-c949-474f-8885-b9696201795b> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasCourseLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/bae20f18-947c-4e29-9cf4-bf3f7915d937> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasCourseLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/d8813e90-c5c1-4330-bad0-e8c07011416a> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasDeliveryMode> "F2F" . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/0ef21e4c-9f92-47d6-9baa-2cec52176683> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/5a5d490b-43e2-4be2-8bec-b4900c850c01> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/8cfd16f8-8c64-4c47-ab19-190179073739> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/8d05ac6b-c949-474f-8885-b9696201795b> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/bae20f18-947c-4e29-9cf4-bf3f7915d937> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningOutcome> <http://gch.utwente.nl/data/learning_outcome/d8813e90-c5c1-4330-bad0-e8c07011416a> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningUnit> <http://gch.utwente.nl/data/learning_unit/07b84a05-7945-405b-b4e3-6299dd9420ec> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningUnit> <http://gch.utwente.nl/data/learning_unit/18bc23ff-7d21-481a-a1b4-192352a30b6e> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningUnit> <http://gch.utwente.nl/data/learning_unit/18d30dda-1682-4c63-84f8-1d34af64bedf> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningUnit> <http://gch.utwente.nl/data/learning_unit/2583d830-e5d8-4f35-9cc0-293fcb424b24> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningUnit> <http://gch.utwente.nl/data/learning_unit/5ddacdd0-cb21-4051-ac70-027bea1c7e11> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningUnit> <http://gch.utwente.nl/data/learning_unit/64e3453e-9125-4dd3-b000-8c1e85ec9874> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningUnit> <http://gch.utwente.nl/data/learning_unit/84bfc279-e15f-4c3e-a96a-70f9f8835de3> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningUnit> <http://gch.utwente.nl/data/learning_unit/a1a18763-ce0c-4a3e-b4ea-723a815e7780> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningUnit> <http://gch.utwente.nl/data/learning_unit/e4022085-17ee-4f8b-a4b1-0ab04ed3c7a3> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasLearningUnit> <http://gch.utwente.nl/data/learning_unit/f72caa4e-a693-4602-9658-da76580e24be> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasPrerequisiteComment> "Statistics, calculus, linear algebra, analytics geometry, programming (Python)"@en . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/05aab48b-9e24-41e5-95b4-0f860a1bb787> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/0b80ffc4-4ee8-46b7-bb3a-bec57b0d24ac> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/0c63e6b1-9752-4b62-a942-192cbef65315> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/1010e033-36e1-4089-a7f7-56ceec9f7e0f> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/11f141c0-0482-4a39-90cc-8b5e97957116> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/14de3549-358f-41d3-8e53-205cd05e20e6> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/18b89195-1ab3-423d-92b2-0cfc63fe3fa7> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/1b3d3be4-9afe-4ec3-9cca-7984692b9258> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/1ff7561e-d78c-413e-a813-1e0c0d10f252> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/23b1b6df-4d9c-40d2-8f6b-14a30c75c8e2> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/2402f2f9-e8be-4e4a-b9e1-a4d3a242d7c5> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/25aee973-df46-42cb-b93b-07f9ee4792c5> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/25ea4a80-8d62-489f-9901-a51fba3b4e97> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/35f819bb-ad94-41c8-8af5-62ecccdb65b3> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/3673ed2a-6670-481d-9aaf-3d3a48966110> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/3a514f8a-2222-48e0-8521-a50c57a05bc6> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/491ac11d-5df7-47d7-98a5-c024b2318b96> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/4932d84e-3531-4199-8d03-a26e3842b334> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/495bcbf5-f948-47a9-802f-c1d7fabef437> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/4b6af9cf-7c43-4195-a149-09e30efc1ad0> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/4e7c35a7-7211-412d-8cad-655de692d5d4> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/525d9949-09ca-4674-9f8d-0eb6f13bb808> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/54c5b3ed-392c-4475-9aaa-0b06ca500e34> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/56ce1c4b-aab1-4168-b283-d628b5705c63> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/5a7af299-1e51-4b35-b1bc-1744b711f89b> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/5ebed3cf-92f0-41e6-b1b5-416c50e5129f> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/68adc6ee-9f41-4c72-a3cd-0ae85cb87cf2> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/7d74a452-a157-47a6-9b1b-f10165a278ae> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/802ba8f7-f70a-4857-a6e6-341f6a0a0e5c> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/89c4a96e-a22c-44de-80e2-4aad6744f2d5> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/90a91674-9978-42d3-8646-8dbcde875b97> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/93dfbd2c-3b77-413a-b106-4422bc7d2698> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/9446cf84-c0a5-4829-9e48-f2c0b410cd7d> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/94add906-8710-4f40-8fca-c31b6005cc71> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/9c6ab4cb-9400-4ecd-844d-847c08c462fc> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/9e29e11d-e18f-4955-8283-0e05aa047692> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/a92a7f3a-a340-4c01-821c-b49455a2fa72> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/acd967ee-be37-451b-9f40-276c5844defc> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/b1662529-d39f-4a66-8244-222aed21b5c3> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/b1835b1b-16f2-4201-b5b7-9450faef022d> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/b5df89f4-2ff6-4871-9531-b28d75c5acd6> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/b61049d0-84ad-40e7-9a87-ba16bf646981> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/b65218b4-97e6-4074-acc5-a3977dbe3607> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/ccda6780-8618-4a76-a8d5-cc7aefded9d8> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/cd506ffa-c709-480e-99e5-1f8a7e32f62f> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/cdd03d0b-e321-4aba-9304-c90c2540b2cd> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/d04b35c2-b6c2-4fa1-bfc5-bb43bb61c9a4> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/d54e2943-fbd5-4c2a-9fc5-08bcdd9b0157> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/d937e93f-94a0-40b1-8d4a-924870b43a9c> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/e1052fc9-c5cb-4d2b-b7ff-ddb4d0a289aa> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/e55ae5e1-3cd0-4007-8d6b-0eb19735b9e4> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/e8f93ce5-f1e2-4612-a4f7-6a63a9acdfaa> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/ea882813-37d3-4e38-b9da-e3aee0b4df0a> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/eecee060-c1d2-46c3-a8db-177aea710cf0> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/eeedb86b-5576-4433-b387-d7473c04baf6> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#isElective> "No"@en . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#isFoundation> "No"@en . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#isPartOfLearningPathway> <http://gch.utwente.nl/data/learning_pathway/1dce0489-ef8d-416f-b6f2-cbc0eb917e23> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#isPartOfLearningPathway> <http://gch.utwente.nl/data/learning_pathway/8e513d47-9f8c-43b4-8481-da6b1dbdb07e> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#isPartOfLearningPathway> <http://gch.utwente.nl/data/learning_pathway/8f2cccff-9f35-4e1f-ac9a-17f759e2f40f> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#isPartOfLearningPathway> <http://gch.utwente.nl/data/learning_pathway/a671693d-6474-40b2-b235-6b1ea1f15b3a> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#isPartOfLearningPathway> <http://gch.utwente.nl/data/learning_pathway/ce38c7cf-07c6-4bdd-a379-1ab2a77a1ab8> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#isPartOfProgramme> <http://gch.utwente.nl/data/programme/bbc86d6a-aa0e-4fbc-83f1-f0ff60b11e27> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#isPartOfSpecialisation> <http://gch.utwente.nl/data/specialisation/0d82b8b3-b98b-4a5a-b47f-78cf4ed17c2f> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#isPartOfSpecialisation> <http://gch.utwente.nl/data/specialisation/8a20a426-6280-418e-95fd-288f6eff476b> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#numberOfStaff> "4.0" . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://gch.utwente.nl/ontology#quartileAlternativeITC> "3.0" . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://purl.org/dc/terms/abstract> "CONCEPT (not yet confirmed by all GEO-AI staff):\nThis course is designed to guide you through the intersection of machine learning and geospatial sciences, providing you with the expertise to address pressing societal and environmental challenges. You will be introduced to the foundations of supervised and unsupervised learning algorithms, exploring their applications in the geospatial domain. You will learn popular learning algorithms to address various inference tasks, such as clustering, regression and classification.\nFrom satellite imagery to GIS datasets you'll master the tools and methodologies required to preprocess, analyze, integrate and visualize them. You will gain the skills needed to extract meaningful patterns and insights from these geospatial datasets.\nFeature extraction and engineering are critical steps in building effective machine learning models. You will explore techniques to transform raw geospatial data into relevant features enabling your models to learn and predict more effectively.\nClustering techniques, for exploratory spatial data analysis, will be introduced to help you to discover hidden structures and trends within geospatial datasets.\nClassification and regression methods like decision trees, random forests, support vector machines and neural networks are pivotal machine learning tasks that you'll apply to a wide array of geospatial problems. Whether it's land use classification, predicting environmental changes, or estimating spatial variables like temperature or population density, you'll develop models that provide precise and actionable insights.\nThroughout the course real-world case studies will demonstrate the transformative impact of machine learning on geospatial sciences. You'll work on projects that tackle contemporary issues such as urban planning, environmental monitoring, and disaster management.\nBy the end of this course, you will be adept at applying machine learning techniques to geospatial sciences."@en . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://purl.org/dc/terms/title> "Machine Learning for Geospatial Sciences"@en . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://gch.utwente.nl/ontology#Course> . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://www.w3.org/2000/01/rdf-schema#label> "Machine Learning for Geospatial Sciences"@en . <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> <http://www.w3.org/2004/02/skos/core#prefLabel> "Machine Learning for Geospatial Sciences"@en . <http://gch.utwente.nl/data/concept/0b80ffc4-4ee8-46b7-bb3a-bec57b0d24ac> <http://gch.utwente.nl/ontology#isSubjectOf> <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/0b80ffc4-4ee8-46b7-bb3a-bec57b0d24ac> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/25ea4a80-8d62-489f-9901-a51fba3b4e97> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/68adc6ee-9f41-4c72-a3cd-0ae85cb87cf2> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/93dfbd2c-3b77-413a-b106-4422bc7d2698> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/9e29e11d-e18f-4955-8283-0e05aa047692> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/d54e2943-fbd5-4c2a-9fc5-08bcdd9b0157> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/e55ae5e1-3cd0-4007-8d6b-0eb19735b9e4> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://gch.utwente.nl/ontology#hasSubject> <http://gch.utwente.nl/data/concept/e8f93ce5-f1e2-4612-a4f7-6a63a9acdfaa> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://gch.utwente.nl/ontology#isCourseLearningOutcomeOf> <http://gch.utwente.nl/data/course/51c203a3-0506-4637-98c7-1a522cb59b5d> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://gch.utwente.nl/ontology#LearningOutcome> . <http://gch.utwente.nl/data/learning_outcome/1746f6f5-090e-4405-b12f-e649f190ca6b> <http://www.w3.org/2000/01/rdf-schema#label> "Perform feature engineering to choose, manipulate, and transform geospatial raster and vector data into features that can be used in a ML algorithm"@en . <http://gch.utwente.nl/data/concept/0b80ffc4-4ee8-46b7-bb3a-bec57b0d24ac> <http://www.w3.org/2004/02/skos/core#inScheme> <http://gch.utwente.nl/data/bok/6a3a3760-b47b-42bd-b001-4c949004de51> . <http://gch.utwente.nl/data/bok/6a3a3760-b47b-42bd-b001-4c949004de51> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://gch.utwente.nl/ontology#BoK> . <http://gch.utwente.nl/data/bok/6a3a3760-b47b-42bd-b001-4c949004de51> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://www.w3.org/2004/02/skos/core#ConceptScheme> . <http://gch.utwente.nl/data/bok/6a3a3760-b47b-42bd-b001-4c949004de51> <http://www.w3.org/2000/01/rdf-schema#label> "MGEO 5.0 BoK"@en . <http://gch.utwente.nl/data/concept/0b80ffc4-4ee8-46b7-bb3a-bec57b0d24ac> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://www.w3.org/2004/02/skos/core#Concept> . <http://gch.utwente.nl/data/concept/0b80ffc4-4ee8-46b7-bb3a-bec57b0d24ac> <http://www.w3.org/2000/01/rdf-schema#label> "geospatial vector data"@en .