2021.04.12 ~ 2021.10.20
ํ๊ตญํ์คํํ(KSA) - 2021 ํ์ ์ฑ์ฅ ์ฒญ๋
์ธ์ฌ ์ธ๊ณต์ง๋ฅ๊ณผ์ ๊ต์ก์ ์ด์์์
๋๋ค.
[๊ต์ก ๊ณผ์ ]
- language: C | Java | Python
- Visualization: ElasticSearch
- IDE: Visual Studio 2017 | Eclipse | Android Studio | Atom | Visual Studio Code | PyCharm
- Tool: Anaconda | Jupyter notebook
- Library: Pandas | Numpy | Matplotlib | Seaborn
- Machine Learning Library: Sklearn
- Deep Learning Framework: Keras | Tensorflow
[๋ชจ๋ 1] ์ปดํจํฐ๊ณผํ ์ฌํ
(2021.04.12 - 2021.04.21)
- C
- Java
- Android Studio
- ๊ณตํ์ฉ ๊ณ์ฐ๊ธฐ ํ๋ก์ ํธ (JAVA, Android Studio)
[๋ชจ๋ 2] ํ์ด์ฌ ํ๋ก๊ทธ๋๋ฐ
(2021.04.22 - 2021.04.23)
- Python
- Anaconda
[๋ชจ๋ 3] ํ์ด์ฌ์ ํ์ฉํ ๊ธฐ๊ณํ์ต
(2021.04.26 - 2021.04.30)
-
Jupyter Notebook
-
Machine Learning ์๊ณ ๋ฆฌ์ฆ
- Supervised Learning
- Linear Regression | Logistic Regression | SVM | Decision Tree
- Ensemble
- Voting | Stacking | Bagging | Boosting
- Unsupervised Learning
- Clustering
- Supervised Learning
[๋ชจ๋ 4] ๋ฅ๋ฌ๋ ๊ธฐ์ด
(2021.05.01 - 2021.05.10)
- Perceptron
- Neural Network
- Activation Function
- Sigmoid | ReLU
- Optimizer
- SGD | AdaGrad | Adam
- MNIST
- Tensorflow
- Deep Learning ํ๋ก์ ํธ
[๋ชจ๋ 5] ์์์ฒ๋ฆฌ
(2021.05.11 - 2021.05.14)
- ์์ ํฉ์ฑ ํ๋ก์ ํธ (C++)
- ๋์งํธ ์์์ฒ๋ฆฌ
- MFC
- ํ์์ ์ฒ๋ฆฌ
- ์ฐ์ ์ฐ์ฐ๊ณผ ๋ ผ๋ฆฌ์ฐ์ฐ์ ํตํ ํ์คํ ๊ทธ๋จ ์ด๋
- ํ์คํ ๊ทธ๋จ ์คํธ๋ ์นญ | ํํํ | ๋ช ์ธํ
- ํ์์์ญ์ฒ๋ฆฌ
- ํ์ ์ฒ๋ฆฌ
- ๋ธ๋ฌ๋ง | ์คํ๋
- ์์ง ๊ฒ์ถ
- ๊ธฐํํ์ ๋ณํ
- ๋ณด๊ฐ๋ฒ
- ์์์ ํ๋์ ์ถ์ ๋ณํ
- ํ๋ ์ ์ฒ๋ฆฌ | ํํํ ์ฒ๋ฆฌ
- ํํฐ๋ง
- ๋์งํธ ์์์ ์์ถ
[๋ชจ๋ 6] ๋ฅ๋ฌ๋ ์ฌํ
(2021.05.17 - 2021.05.21)
- CNN | DNN | MNIST | CIFAR-10 CNN
- PyCharm
[๋ชจ๋ 7] ์ ํ๋์ํ๊ณผ PCA๊ธฐ๋ฐ ์ผ๊ตด์ธ์
(2021.05.31 - 2021.06.03)
- ์ ํ๋์ํ
- ๊ธฐ์ด ํ๋ฅ ํต๊ณ
- PCA ๊ธฐ๋ฐ ์ผ๊ตด์ธ์
[๋ชจ๋ 8] ๋น์ฆ๋์ค ์ ์ฉ - ๋ฅ๋ฌ๋ CNN
(2021.06.04 - 2021.06.10)
- Object Detection
- localization
- SSD
- object detection ํ๋ก์ ํธ
[๋ชจ๋ 9] ์ถ์ฒ ์์คํ
(2021.06.14)
[๋ชจ๋ 10] ๋น์ง๋ํ์ต (GAN๊ณผ ์๊ฐ ์ง๋ฅ)
(2021.06.15 - 2021.06.22)
- vanilla GAN
- DCGAN
- WGAN
- CGAN
- pix2pix
- CycleGAN
[๋ชจ๋ 11] ์์ฐ์ด ์ฒ๋ฆฌ
(2021.06.24 - 2021.06.28)
- ์ธ์ดํ์ ๊ธฐ๋ณธ ์๋ฆฌ
- ํ ์คํธ์ ์ ์ฒ๋ฆฌ
- ์ดํ ๋ถ์
- ํํ์๋ถ์ | ํ์ฌ ํ๊น
- RNN
- ํ
์คํธ ๋ถ๋ฅ
- sms ์คํธ ์ฌ๋ถ ํ๋จ
[๋ชจ๋ 12] ๋น์ฆ๋์ค ์ ์ฉ: ๋น์ ํ(์์ฐ์ด ์ฒ๋ฆฌ)
(2021.06.29 - 07.02)
- Linux
- NLP
- word embedding
- BERT
- Pororo