About Bundle
Course Title: Mastering Rubrics for AI Training & Evaluation
You can access modules 1, 2 and 3 of this amazing course at no charge. Complete all 9 modules included in this course and get your certificate!
Course Overview: This comprehensive course is designed to equip learners with the skills and knowledge necessary to create, implement, and evaluate rubrics specifically tailored for AI training and evaluation. The course covers fundamental concepts, practical applications, and advanced techniques to ensure AI systems are robust, fair, and effective. By the end of this course, participants will be adept at designing rubrics that enhance the quality and reliability of AI models.
Module 1: Introduction to AI Training and Evaluation
Topic 1: Understanding AI Fundamentals
Lesson 1: Basics of Artificial Intelligence
Lesson 2: Machine Learning vs. Deep Learning
Lesson 3: The Role of Data in AI
Topic 2: The Importance of Evaluation in AI
Lesson 4: Why Evaluation Matters
Lesson 5: Common Evaluation Metrics
Lesson 6: Challenges in AI Evaluation
Quiz 1: Fundamentals of AI and Evaluation
Module 2: Rubric Fundamentals
Topic 3: What are Rubrics?
Lesson 7: Definition and Purpose of Rubrics
Lesson 8: Components of Effective Rubrics
Lesson 9: Types of Rubrics
Topic 4: Designing Rubrics for AI
Lesson 10: Identifying Evaluation Criteria
Lesson 11: Setting Performance Levels
Lesson 12: Ensuring Rubric Validity and Reliability
Quiz 2: Basics of Rubric Design
Module 3: Creating Rubrics for AI Training
Topic 5: Data Annotation and Labeling Rubrics
Lesson 13: Designing Rubrics for Data Annotation
Lesson 14: Quality Assurance in Data Labeling
Lesson 15: Tools and Software for Annotation Rubrics
Topic 6: Rubrics for Model Training
Lesson 16: Establishing Training Objectives
Lesson 17: Evaluating Training Progress
Lesson 18: Troubleshooting Training Issues
Quiz 3: Rubrics for AI Training
