Tutorial
- 데이터사이언스 스쿨: https://datascienceschool.net/intro.html
Libraries to use
- scipy: https://scipy.org/
- numpy: https://numpy.org/
- matplotlib: https://matplotlib.org/3.1.0/index.html
- scikit-learn: https://scikit-learn.org/stable/
- pytorch: https://pytorch.org/
- gensim: https://radimrehurek.com/gensim/
- FastText: https://fasttext.cc/
Helpful Links for Pre-knowledge
- 점프 투 파이썬: https://wikidocs.net/book/1
- Teachable Machine: https://teachablemachine.withgoogle.com/
- numpy quickstart tutorial: https://numpy.org/devdocs/user/quickstart.html
- numpy tutorial: https://www.tutorialspoint.com/numpy/index.htm
- requests와 BeautifulSoup으로 웹 크롤러 만들기: https://beomi.github.io/gb-crawling/posts/2017-01-20-HowToMakeWebCrawler.html
- An Introduction to Online Machine Learning with Scikit-learn: https://dziganto.github.io/data%20science/online%20learning/python/scikit-learn/An-Introduction-To-Online-Machine-Learning/
- Incremental (Online) Learning with Scikit-Multiflow https://towardsdatascience.com/incremental-online-learning-with-scikit-multiflow-6b846913a50b
Helpful Links for Deep learning
- 모두를 위한 딥러닝: https://hunkim.github.io/ml/
- 딥러닝을 이용한 자연어 처리 입문: https://wikidocs.net/book/2155
- FastText: https://fasttext.cc/docs/en/support.html
- How to use Different Batch Sizes when Training and Predicting with LSTMs: https://machinelearningmastery.com/use-different-batch-sizes-training-predicting-python-keras/
- How to Use Word Embedding Layers for Deep Learning with Keras: https://machinelearningmastery.com/use-word-embedding-layers-deep-learning-keras/
- How to update LSTM Networks During Traning for Time Series Forecasting https://machinelearningmastery.com/update-lstm-networks-training-time-series-forecasting/
- Online/Incremental Learning with Keras and Creme https://www.pyimagesearch.com/2019/06/17/online-incremental-learning-with-keras-and-creme/
- Online machine learning with creme: https://maxhalford.github.io/slides/creme-pydata/#1
- Introduction to Online Machine Learning: Simplified https://www.analyticsvidhya.com/blog/2015/01/introduction-online-machine-learning-simplified-2/
- Data Streams and Online Machine Learning in Python: https://medium.com/analytics-vidhya/data-streams-and-online-machine-learning-in-python-a382e9e8d06a
- Stateful and Stateless LSTM for Time Series Forecasting with Python https://machinelearningmastery.com/stateful-stateless-lstm-time-series-forecasting-python/