The More the Merrier: The Effect of Dataset Size on AI Accuracy
Applied Technology
Sawyer LaSalle
- Grade:
- 7
- Teacher:
- Lisa Levine
This project explores how dataset size affects the accuracy of ad AI Iage recognition model.
Your project is an exceptional display of advanced engineering and scientific reasoning, as you grounded your work in thorough research on CNN architectures and dataset scaling, designed a controlled experiment with clearly defined variables and multiple dataset ratios, executed a complex hybrid model with hierarchical discriminative heads while preventing data leakage through disciplined benchmarking, thoughtfully analyzed unexpected capacity limitations across three consistent trials, and presented your findings with detailed procedures, layered data visualizations, and mature reflections that demonstrate remarkable technical depth, perseverance, and originality for a young AI engineer. kEEP IT UP!
Your research question is a good and well-grounded question that is related to the real issues in artificial intelligence. I particularly love the way you did not merely ask the question of whether AI works, but also of what the magnitude of the training data has to do with the performance. It is a question that great researchers like you ask. Your selective definition of independent, dependent, and constant variables is a good scientific thinking. I am proud of you!!