π§ Daily Study Log [2025-10-06]
Focused on internship preparation, generated a new computer vision idea, and completed Day 4 of the Vision Transformer paper with final reflections.
π Coursework / Activities
- Internship Preparation
- Treated the internship application process as a form of self-study and reflection.
- Spent significant time refining materials and reviewing career goals.
π‘ Idea
- Proposed Layout Lens.
- Focus: Instead of improving content alone, this idea emphasizes visual coherenceβunifying font, alignment, and layout aesthetics in resumes.
- Inspired by the insight that subtle design consistency can convey professionalism beyond words.
- Day 4 β Discussion & Conclusion
- Highlighted ViTβs scalability, simplicity, and global attention mechanism as its main strengths.
- Recognized limitations: data hunger and high computational cost for large-scale pretraining.
- Concluded that ViT proves the scaling law of Transformers extends effectively to vision tasks, but remains resource-intensive for small-scale use.
β
TL;DR
π Treated internship prep as personal growth and reflection
π Created new idea Layout Lens focusing on visual design quality
π Completed ViT Day 4: scalability proven, but costly and data-heavy