새싹교실/2022/옴마니반메훔

강사: 김동영
새싹: 원지환, ~~이수은~~

refer to
Python Numpy Tutorial(https://cs231n.github.io/python-numpy-tutorial/)
deep learning(https://github.com/dhrim/MDC_2021/blob/master/deep_learming.md)

calender
OT: 3/13
1차: 3/20
2차: 3/27
3차: 4/03

lecture material
github(https://github.com/ktasha45/sprout-class-2022)

things to study
python
algorithm

1차시 ¶

3/20 20:00-20:45
참가: 김동영, 원지환
불참: 이수은
배운 것

python, jupyter notebook, colab 소개
boolean, 사칙연산, string, list, loop, dictionary
ppt(https://view.officeapps.live.com/op/view.aspx?src=https%3A%2F%2Fraw.githubusercontent.com%2Fktasha45%2Fsprout-class-2022%2Fmaster%2Ffirst.pptx&wdOrigin=BROWSELINK), colab(https://github.com/ktasha45/sprout-class-2022/blob/master/learn_python_1.ipynb)

다음 시간에 배울 것

class
numpy

2차시 ¶

3/27 21:00-21:50
배운 것

numpy
class 조금
colab(https://github.com/ktasha45/sprout-class-2022/blob/master/learn_numpy.ipynb)

다음 시간에 배울 것

numpy 실습
matplotlib

3차시 ¶

4/03 20:05-21:15
배운 것

numpy
matplotlib
colab(https://github.com/ktasha45/sprout-class-2022/blob/master/learn_numpy2.ipynb)

실습

numpy, matplotlib (quiz(https://view.officeapps.live.com/op/view.aspx?src=https%3A%2F%2Fraw.githubusercontent.com%2Fktasha45%2Fsprout-class-2022%2Fmaster%2Flearn_numpy2-quiz.pptx&wdOrigin=BROWSELINK))

다음 시간에 배울 것

Introduction of neural network
Algorithm practice

4차시 ¶

5차시 ¶

5/01 20:00 - 21:10
배운 것

tensroflow, keras
perceptron, mlp
ppt(https://view.officeapps.live.com/op/view.aspx?src=https%3A%2F%2Fraw.githubusercontent.com%2Fktasha45%2Fsprout-class-2022%2Fmaster%2F%25EC%2583%2588%25EC%258B%25B9%25EA%25B5%2590%25EC%258B%25A4%25205%25EC%25A3%25BC.pptx&wdOrigin=BROWSELINK)

실습

NMIST 단순 신경망(https://colab.research.google.com/github/ktasha45/sprout-class-2022/blob/master/tensorflow_1.ipynb#scrollTo=cnN1ivXBpXhB)

다음 시간에 배울 것

CNN
backpropagation