Computer Vision for Ecologists
COURSE DESCRIPTION
Recent breakthroughs have made artificial intelligence techniques accessible to a wider audience interested in addressing the management and analysis of large ecological datasets. From automatically sorting camera trap data to identifying individuals within your study population, leave this course with the knowledge and skills to generate and deploy machine learning models for your research. In this course, you will first learn how to wrangle your data using R or OpenRefine; create workflows using python environments and Jupyter notebooks; and deploy your own computer vision web application using powerful deep learning libraries.
PREREQUISITES
Algebra, Ecology, and introductory data science is helpful (e.g., R Boot Camp for Ecologist and Wildlife Biologists)
INSTRUCTOR
COURSE FORMATS & DATES
FORMAT: Learn at your own pace over 3 months as you work through prerecorded lectures and exercises.
CONTINUING EDUCATION: This course has been pre-approved for continuing education by (1) the Ecological Society of America for 4 Continuing Education Units (CEUs) in Category I(a): Scientific Education and Training (pending approval), and (2) The Wildlife Society for 16 CEUs in Category I of the Certified Wildlife Biologist® Renewal/Professional Development Certificate Program. Participants must complete all exercises to pass the course (P/F) and receive a CWS Certificate of Course Completion, which can be submitted to ESA and TWS for CEUs. See our Continuing Education Page for more details about CEUs with ESA and TWS.
*** This version of the course can NOT be used to earn academic credit from your college or university, certify as a Professional Ecologist with ESA or a Wildlife Biologist® with TWS, or used to earn a professional certificate with CWS. ***
DATES & PRICES:
Spring: Feb 5 - Apr 28: $400 professional / $300 student
Summer: June 3 - Aug 25 (early bird* ends May 6): $350 professional / $250 student
Fall: Sept 3 - Nov 24 (early bird* ends Aug 5): $350 professional / $250 student
*Early bird saves $50
FORMAT: Reach out to your instructor for help with course materials as you work through prerecorded lectures and exercises. Instructor support includes emailing your instructor, accessing live discussion threads, attending group meetings, and scheduling one-on-one appointments (Zoom or phone) about course materials, your research, datasets from work, etc. You will have access to course materials for the 3-month term. After working through 8 modules, set up an optional meeting with the instructor to discuss your own personal project from work or school.
CONTINUING EDUCATION: This course has been pre-approved for continuing education by (1) the Ecological Society of America for 4 Continuing Education Units (CEUs) in Category I(a): Scientific Education and Training (pending approval), and (2) The Wildlife Society for 16 CEUs in Category I of the Certified Wildlife Biologist® Renewal/Professional Development Certificate Program. Participants must complete all exercises to pass the course (P/F) and receive a CWS certificate of course completion, which can be submitted to ESA and TWS for CEUs. See our Continuing Education Page for more details about CEUs with ESA and TWS.
ESA & TWS CERTIFICATION: Participants that earn a B- or better can use this 1-credit course to help meet the minimum education requirements (in Chemistry, Physical Sciences, and Mathematics) to certify as a Professional Ecologist with ESA (pending approval). Participants that earn a D or better can use this 1-credit course in their application to certify as a Wildlife Biologist® with TWS. See our Professional Certification Page for more details about ESA and TWS certification.
*** This version of the course can NOT be used to earn academic credit from your college or university or to earn a professional certificate with CWS. See the PREMIUM format below ***
DATES & PRICES:
Spring : Feb 5 - Apr 28 : $550 professional / $450 student
FORMAT: Reach out to your instructor for help with course materials as you work through prerecorded lectures and exercises. Instructor support includes emailing your instructor, accessing live discussion threads, attending group meetings, and scheduling one-on-one appointments (Zoom or phone) about course materials, your research, datasets from work, etc. You will have access to course materials for 1 year. After working through 8 modules, set up an optional meeting with the instructor to discuss your own personal project from work or school.
CONTINUING EDUCATION: This course has been pre-approved for continuing education by (1) the Ecological Society of America for 4 Continuing Education Units (CEUs) in Category I(a): Scientific Education and Training (pending approval), and (2) The Wildlife Society for 16 CEUs in Category I of the Certified Wildlife Biologist® Renewal/Professional Development Certificate Program. Participants must complete all exercises to pass the course (P/F) and receive a CWS certificate of course completion, which can be submitted to ESA and TWS for CEUs. See our Continuing Education Page for more details about CEUs with ESA and TWS.
ESA & TWS CERTIFICATION: Participants that earn a B- or better can use this 1-credit course to help meet the minimum education requirements (in Chemistry, Physical Sciences, and Mathematics) to certify as a Professional Ecologist with ESA (pending approval). Participants that earn a D or better can use this 1-credit course in their application to certify as a Wildlife Biologist® with TWS. See our Professional Certification Page for more details about ESA and TWS certification.
ACADEMIC CREDIT: This 1-credit course can be taken with pre-approval from an administrator at a your college or university. For an additional fee, students also have the option to complete an Applied Project for an additional 1-2 academic credits (earning up to 2-3 academic credits in total). See our Academic Credit Page for details.
CWS PROFESSIONAL CERTIFICATE: CWS requires a grade of a B- or higher for the course to count toward earning a Professional Certificate in Applied Quantitative Ecology.
DATES & PRICES:
Spring: Feb 5 - Apr 28: $650 professional / $550 student
Summer: June 3 - Aug 25 (early bird* ends May 6): $600 professional / $500 student
Fall: Sept 3 - Nov 24 (early bird* ends Aug 5): $600 professional / $500 student
*Early bird saves $50
Best practices for Data Handling
Data Cleaning with Open Refine
Python, Jupyter Notebook, Environments and External Resources
Data Acquisition and Web Scraping
Introduction to, Applications of, and Advanced Machine Learning
Basics of Deep Learning
How to build a Computer Vision Model
Deployment Methods
Cutting-edge Ecological Applications
SCHOLARSHIPS
Full scholarships are available to participants from countries designated as “lower income” and “lower middle income” in the World Bank List of Economies. Please see our CWS World Scholars Program page for details.
CANCELLATION POLICY
Cancellations 30 days or more before the start date are not subject to cancellation fees. Cancellations <30 days before the start date are subject to a 50% cancellation fee. No refunds once the course begins.