[cs231n]Linear classification: Support Vector Machine, Softmax
lecture webpapge
Key Words: parameteric approach, bias trick, hinge loss, cross-entropy loss, L2 regularization
[CS231n]Image Classification: Data-driven Approach, k-Nearest Neighbor, train/val/test splits
Lecture Website
Key words: L1/L2 distances, hyperparameter search, cross-validation, Nearest Neighbour
Notes for <ImageNet Classification with Deep Convolutional Neural Networks>
To be filled
Python Refreshment
Have not using Python for months. It is annoying to check the details every time when start picking up python. Therefore, I decide to write down some remiders (Most are just copied from the following tutorials).
[CS231n] Overview and Resources
Fresh Start:
Recently, I found this course and the material is interesting but elemental. Even though it does not contain video lectures, the slides and assignments are very well organized. Therefore, I decide to start following this course and get hands-on experience about Convolutional Neural Networks instead of just reading papers.
Goal:
- Get hands-on experience of building CNN.
- Get familiar(read the analyze) with the code of caffe.
Resources
[LeetCode]Binary Tree Right Side View
Given a binary tree, imagine yourself standing on the right side of it, return the values of the nodes you can see ordered from top to bottom.
Notes for <Show, Attend and Tell: Neural Image Caption Generation with Visual Attention>
Short Summary:
Use CNN feature and LSTM to learn to fix attention to a particular part of image while generating the corresponding words. Need to revisit this paper after a better understand of RNN for image caption analysis.
Notes for <Rich feature hierarchies for accurate object detection and semantic segmentation(R-CNN)>
坚持100天计划
坚持100天计划
- 坚持番茄工作法 2
- 每两天至少运动一次，30分以上 4
- 读＋ blog 至少一篇paper 5
- 每周 做 ＋ 总结 至少两道道程序题 3
- No Computer and Phone games
- Sleep before 2:30am
- Get up in 15min when the bell rings
读书笔记-《番茄工作法》
要点
- 一个番茄时间共30分钟，包括25分钟的工作时间和5分钟的休息时间。在一个番茄时间内，不可以被打断，也不可以被分划：如若打断就需要重新开始。5分钟的休息时间要充分休息，不要想前一个和下一个番茄时间的工作，不要回电邮之类的。
- 每四个番茄时间进行一次长时间的休息，15到30分钟
- 当声音响起的时候，就算没有完成也要立刻停止工作
- 一件事情完成之后，如果还有时间，可以复习和检查一下以前 的工作，记录以前做的工作
- 如果在刚开始不久就完成了工作，又没有必要检查复习的话，就作废。在特殊情况下可以做废。
