What are the advantages of evaluation in programs and reasons for inefficiency?
Understand the Problem
The content in the image discusses the evaluation of a program, focusing on concepts like overfitting, advantages of evaluation, and reasons for inefficiency. It explains how proper evaluation ensures model accuracy and identifies areas needing improvement.
Answer
Advantages: Ensuring correct operation, understanding goals, identifying improvements. Inefficiencies: Lack of training data, unauthenticated data, inefficient coding, low accuracy, lack of testing.
The advantages of evaluation include ensuring correct and optimal operation, understanding goal achievements, and determining areas for improvement. Inefficiencies can stem from lack of training data, unauthenticated or inaccurate data, inefficient coding or incorrect algorithms, low accuracy, and lack of testing.
Answer for screen readers
The advantages of evaluation include ensuring correct and optimal operation, understanding goal achievements, and determining areas for improvement. Inefficiencies can stem from lack of training data, unauthenticated or inaccurate data, inefficient coding or incorrect algorithms, low accuracy, and lack of testing.
More Information
Evaluation ensures that a program aligns with its goals and highlights areas needing improvement. Inefficiencies can often be mitigated through thorough and accurate data, effective coding practices, and comprehensive testing.
Tips
Common mistakes include not differentiating between the testing and training data, using inaccurate or unauthenticated data, and not thoroughly testing the program.
Sources
- 6 Benefits of Evaluation - Research Evaluation Consulting - researchevaluationconsulting.com
- Program Evaluation: Considerations of Effectiveness, Efficiency and ... - ncbi.nlm.nih.gov
- Program Assessment | Poorvu Center for Teaching and Learning - poorvucenter.yale.edu
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