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Advancing Dairy Management with Artificial Intelligence

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Advancing Dairy Management with Artificial Intelligence

This course is part of Dairy Nutrition for Udder Success Specialization

Instructor: Isabella C.F.S Condotta

Included with

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4 modules

Gain insight into a topic and learn the fundamentals.

Intermediate level

Recommended experience

1 week to complete

at 10 hours a week

Flexible schedule

Learn at your own pace

4 modules

Gain insight into a topic and learn the fundamentals.

Intermediate level

Recommended experience

1 week to complete

at 10 hours a week

Flexible schedule

Learn at your own pace

What you'll learn

Discover how AI technologies like IoT and data analytics can boost efficiency and productivity in dairy farming.
Learn to identify, collect, and manage dairy farming data using modern tools and software.
Gain the ability to use machine learning algorithms to analyze dairy farming data and enhance farming practices.

Skills you'll gain

Details to know

Shareable certificate

Add to your LinkedIn profile

Assessments

6 assignments

Taught in English

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Build your subject-matter expertise

This course is part of the Dairy Nutrition for Udder Success Specialization

When you enroll in this course, you'll also be enrolled in this Specialization.

Learn new concepts from industry experts
Gain a foundational understanding of a subject or tool
Develop job-relevant skills with hands-on projects
Earn a shareable career certificate

There are 4 modules in this course

By completing this course, you will gain a solid understanding of the basics of AI and its role in dairy systems. You will learn to identify key data types used in dairy analytics, such as production, health, and nutrition data. Additionally, you will explore AI applications in various aspects of dairy systems and discuss current AI applications in the dairy industry.

This course, led by Dr. Isabella Condotta, offers a unique opportunity to understand how AI can revolutionize dairy data analysis. You will explore AI models for health monitoring, sensor technologies, and predictive models. The course also covers biomarker profiling to assess cow health and nutrition, and a systems approach to nutritional management for optimal production. Join us to gain cutting-edge insights into AI applications in dairy systems and enhance your ability to make data-driven decisions for improved dairy management. This course is part of the College of ACES suite of online programs, including the graduate certificate, "Dairy Nutrition for Udder Success" that can be stacked toward an advanced degree in the College of ACES. To learn more about online programs from the College of ACES and explore ways to apply your Coursera work toward a degree program at the University of Illinois, visit ACES Online @ aces.illinois.edu/online.

In the course orientation, you will become familiar with the course, your classmates, and our learning environment. The orientation will also help you obtain the technical skills required for the course. Then dive into the second part of this module which introduces key AI technologies and their applications in dairy farming. You will explore how data analysis and IoT are transforming dairy practices, along with the advantages and challenges of AI implementation.

What's included

13 videos6 readings2 assignments1 discussion prompt

13 videosTotal 73 minutes

Course Overview1 minute
Meet Your Instructor | Isabella C.F.S. Condotta1 minute
Module 1 | Overview2 minutes
Definition of Artificial Intelligence7 minutes
History of Artificial Intelligence9 minutes
Artificial Intelligence in Various Industries9 minutes
Key Applications and Benefits of Artificial Intelligence in Agriculture8 minutes
Machine Learning and Computer Vision7 minutes
IoT and Data Analytics7 minutes
Wearable vs. Non-Wearable Sensors4 minutes
Artificial Intelligence Ethics and Responsible Use in Agriculture7 minutes
Artificial Intelligence's Impact on Farm Operations and Labor7 minutes
Module 1 | Wrap-up2 minutes

6 readingsTotal 65 minutes

Syllabus15 minutes
Learn More About Flexible Pathways10 minutes
Updating Your Profile10 minutes
Dairy Farming 2.0: Milking the Potential of Artificial Intelligence10 minutes
Invited Review: Examples and Opportunities for Artificial Intelligence (AI) in Dairy Farms.10 minutes
The Future of Dairy Farming: Embracing Automation, AI, and Sustainability10 minutes

2 assignmentsTotal 60 minutes

Orientation Quiz30 minutes
Module 1 | Knowledge Check30 minutes

1 discussion promptTotal 10 minutes

Getting to Know Your Classmates10 minutes

This module focuses on the types of data collected in dairy farming and their significance. You will learn about traditional and modern methods of data collection, best practices for effective data management, and various tools and software used for managing dairy data. The importance of maintaining high-quality data in dairy farming will also be highlighted.

What's included

10 videos2 readings1 assignment

10 videosTotal 50 minutes

Module 2 | Overview2 minutes
Overview and Importance of Dairy Data Types6 minutes
Data Visualization for Dairy Decision-Making 6 minutes
Traditional Data Collection Methods6 minutes
Modern Data Collection Technologies5 minutes
Data Management Practices7 minutes
Best Practices for Data Quality and Integrity6 minutes
The Lifecycle of Dairy Data: From Collection to Decision-Making5 minutes
Legal and Ethical Considerations in Data Collection6 minutes
Module 2 | Wrap-up1 minute

2 readingsTotal 20 minutes

Agricultural Data Management and Sharing: Best Practices and Case Study10 minutes
Artificial Intelligence and Sensor Technologies in Dairy Livestock Export: Charting a Digital Transformation10 minutes

1 assignmentTotal 30 minutes

Module 2 | Knowledge Check30 minutes

This module delves into the fundamentals of machine learning, including supervised and unsupervised learning techniques, and their relevance to dairy data. You will learn the steps to apply machine learning algorithms in dairy farming, with practical examples and real-world applications of AI in this field.

What's included

10 videos1 reading1 assignment

10 videosTotal 52 minutes

Module 3 | Overview2 minutes
Fundamentals of Machine Learning6 minutes
Types of Machine Learning Models6 minutes
Supervised Learning Techniques 6 minutes
Unsupervised Learning Techniques7 minutes
Reinforcement Learning Techniques 7 minutes
Introduction to Deep Learning in Dairy Farming7 minutes
Applications of Deep Learning in Dairy Farming6 minutes
Machine Learning Process5 minutes
Module 3 | Wrap-Up1 minute

1 readingTotal 10 minutes

Machine Learning in Dairy Farms10 minutes

1 assignmentTotal 30 minutes

Module 3 | Knowledge Check30 minutes

This module explores predictive analytics and its importance in dairy farming. You will learn about building predictive models, decision support systems, and emerging AI trends in the field. At the conclusion of this module, you will be ready to complete the final assessment for the course and earn your Coursera certificate!

What's included

11 videos6 readings2 assignments

11 videosTotal 62 minutes

Module 4 | Overview1 minute
Definition and Core Concepts4 minutes
Importance and Applications in Dairy Farming6 minutes
Steps for Building Predictive Models6 minutes
Tools for Predictive Modeling6 minutes
Overview of Decision Support Systems6 minutes
Implementing Decision Support Systems on Dairy Farms5 minutes
Balancing Efficiency with Animal Welfare4 minutes
The Future of Precision Systems20 minutes
Module 4 | Wrap-up2 minutes
Course Summary2 minutes

6 readingsTotal 60 minutes

Understanding Predictive Analytics: Uses, Tools, and Techniques10 minutes
AI-Driven Decision Support Systems10 minutes
Dairy Processors Look to Optimize Operations with AI10 minutes
Congratulations!10 minutes
Stack Your Course Certificate toward Graduate Coursework10 minutes
Getting Your Course Certificate10 minutes

2 assignmentsTotal 150 minutes

Module 4 | Knowledge Check30 minutes
Final Assessment120 minutes

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructor

Isabella C.F.S Condotta

University of Illinois Urbana-Champaign

1 Course542 learners

Offered by

University of Illinois Urbana-Champaign

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Yes! Although completion of the Coursera course alone is not credit-bearing, it is a required component of a graduate-level Canvas course that can be "stacked" toward advanced credentials such as an academic (transcriptable) graduate certificate or a degree. If you decide to pursue further education, the credits you earn from this course can be applied toward a formal academic program, provided that you meet all the requirements of admission to the certificate or degree.

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.