AI Project & Presentation Assessment Rubric

Comprehensive evaluation tool for Lesson 12 hands-on AI project

Student Information

Part 1: AI Project (40 points)
Criterion 4 Excellent 3 Good 2 Satisfactory 1 Needs Improvement Score
Functionality
(10 points)
AI model works consistently and reliably. All features function as intended. Demonstrates robust performance across multiple tests. AI model works most of the time with minor occasional errors. Core features function properly with rare glitches. AI model works but with noticeable errors or inconsistencies. Some features may not function fully as intended. AI model rarely works or has significant functionality issues. Many features do not work properly.
Accuracy
(10 points)
AI achieves 85%+ accuracy. Makes correct predictions consistently. Minimal confusion between categories. Well-trained model. AI achieves 70-84% accuracy. Usually makes correct predictions. Some category confusion but generally reliable. AI achieves 55-69% accuracy. Makes correct predictions more often than not but with frequent errors. AI achieves below 55% accuracy. Frequently makes incorrect predictions. Significant category confusion.
Training Data Quality
(8 points)
100+ high-quality samples per category. Diverse, balanced dataset. Variety in angles, lighting, backgrounds. Excellent data collection practices. 60-99 samples per category. Good variety and balance. Shows understanding of diverse training data needs. 30-59 samples per category. Limited variety or slight imbalance. Basic understanding of data collection. Under 30 samples per category. Poor variety or significant imbalance. Insufficient training data collected.
Technical Implementation
(7 points)
Excellent use of chosen platform. Advanced features implemented. Clean, organized project structure. Shows technical proficiency. Good platform usage. Core features properly implemented. Organized project. Demonstrates solid technical skills. Basic platform usage. Required features implemented. Some organization. Shows basic technical understanding. Poor platform usage. Missing key features. Disorganized project. Limited technical understanding shown.
Iteration & Testing
(5 points)
Multiple iteration cycles documented. Systematic testing approach. Clear improvements made based on results. Excellent problem-solving. At least one complete iteration cycle. Structured testing conducted. Improvements made. Good problem-solving shown. Limited iteration. Some testing conducted. Minor improvements attempted. Basic problem-solving approach. No clear iteration. Minimal testing. Few or no improvements made. Limited problem-solving.
Part 2: Project Presentation (25 points)
Criterion 4 Excellent 3 Good 2 Satisfactory 1 Needs Improvement Score
Clarity & Organization
(7 points)
Exceptionally clear and well-organized presentation. Logical flow. All key points covered systematically. Easy to follow. Clear and organized presentation. Good flow. Most key points covered. Generally easy to follow. Somewhat organized presentation. Basic flow. Some key points covered. Occasionally hard to follow. Disorganized presentation. Poor flow. Missing key points. Difficult to follow.
Technical Explanation
(7 points)
Excellent technical explanation. Clear understanding demonstrated. Appropriate vocabulary used. Concepts explained simply and accurately. Good technical explanation. Solid understanding shown. Mostly appropriate vocabulary. Concepts explained adequately. Basic technical explanation. Limited understanding shown. Some vocabulary issues. Concepts partially explained. Poor technical explanation. Little understanding demonstrated. Inappropriate vocabulary. Concepts not clearly explained.
Live Demonstration
(6 points)
Excellent demonstration. Multiple examples shown. AI performance clearly illustrated. Confident handling of demo. Explains results well. Good demonstration. Adequate examples shown. AI performance illustrated. Handles demo competently. Explains most results. Basic demonstration. Limited examples. AI performance partially shown. Some demo difficulties. Limited explanation. Poor or no demonstration. Few/no examples. AI performance not shown. Significant demo problems. Little explanation.
Delivery & Engagement
(5 points)
Confident, enthusiastic delivery. Excellent eye contact. Clear speaking voice. Engages audience effectively. Shows passion for project. Confident delivery. Good eye contact. Clear voice. Engages audience. Shows interest in project. Adequate delivery. Some eye contact. Audible voice. Limited audience engagement. Basic enthusiasm. Weak delivery. Poor eye contact. Unclear voice. No audience engagement. Little enthusiasm shown.
Part 3: Project Documentation (20 points)
Criterion 4 Excellent 3 Good 2 Satisfactory 1 Needs Improvement Score
Planning Documentation
(5 points)
Complete, detailed planning worksheet. Clear problem identification. Well-thought-out design decisions. Comprehensive planning evident. Complete planning worksheet. Clear problem identification. Good design decisions. Solid planning shown. Mostly complete planning worksheet. Basic problem identification. Some design decisions. Limited planning detail. Incomplete planning worksheet. Unclear problem identification. Poor design decisions. Minimal planning.
Testing Documentation
(5 points)
Thorough testing checklist completed. Detailed test results recorded. Clear identification of issues and solutions. Excellent documentation. Complete testing checklist. Good test results recorded. Issues and solutions identified. Solid documentation. Basic testing checklist completed. Some test results recorded. Limited issue identification. Minimal documentation. Incomplete testing checklist. Few test results recorded. No issue identification. Poor documentation.
Reflection & Analysis
(5 points)
Thoughtful, detailed reflection. Deep analysis of process and results. Clear learning outcomes identified. Insightful future improvements proposed. Good reflection. Solid analysis of process. Learning outcomes identified. Reasonable future improvements proposed. Basic reflection. Limited analysis. Some learning outcomes mentioned. Few future improvements suggested. Minimal reflection. Little analysis. Unclear learning outcomes. No future improvements proposed.
Presentation Template
(5 points)
All sections completed thoroughly. Clear, detailed responses. Excellent organization. Professional presentation of information. All sections completed. Clear responses. Good organization. Solid presentation of information. Most sections completed. Basic responses. Some organization. Adequate presentation of information. Many sections incomplete. Unclear responses. Poor organization. Weak presentation of information.
Part 4: Peer Collaboration & Feedback (15 points)
Criterion 5 Excellent 3-4 Good 2 Satisfactory 1 Needs Improvement Score
Usability & User Experience
(5 points)
AI is highly intuitive and easy to use. Excellent user interface. Clear instructions provided. Positive user experience. Professional polish. AI is easy to use. Good user interface. Instructions provided. Positive user experience. Good polish. AI is somewhat usable. Basic interface. Limited instructions. Adequate user experience. Some polish. AI is difficult to use. Poor interface. No instructions. Negative user experience. Little polish.
Peer Feedback Given
(5 points)
Provided thoughtful, specific, constructive feedback to peers. Excellent suggestions for improvement. Professional and kind tone. Provided good, specific feedback to peers. Helpful suggestions. Constructive and respectful tone. Provided basic feedback to peers. Some suggestions. Generally constructive tone. Provided minimal or unhelpful feedback. Few suggestions. Inappropriate tone.
Response to Feedback
(5 points)
Actively incorporated peer feedback into improvements. Open to suggestions. Demonstrated growth mindset. Made meaningful revisions. Considered peer feedback. Generally receptive to suggestions. Some revisions made based on feedback. Acknowledged peer feedback. Limited receptiveness. Few revisions made. Ignored peer feedback. Resistant to suggestions. No revisions made.

Grading Scale (Total: 100 points)

A
90-100 points
B
80-89 points
C
70-79 points
D
60-69 points
F
Below 60 points

Final Assessment

Strengths

Areas for Improvement

Overall Comments