紀錄 Python 學習過程與應用專案
- base python syntax and operations
- inherit data format (numeric/string/list/set/tuple/dictionary)
- loop control
- try-except
- object oriented concepts
- generator,iterator and decorator
- class encaptsulation
- basic array concepts
- array manipulation such as split/stack...etc
- Numpy Ufunctions
- aggregations
- basic Series,Index and DataFrame concepts
- Series and DataFrame attributes
- DataFrame manipulations such as split/slice...etc
- DateFrame Ufuncs
- requests/BeautifulSoup/re/Selenium module
- Log-in personal Facebook account using selenium
- try to get articles on PTT BBS
- applications of scrapping skills on such as :
591House
Shopee
AppleNews
Facebook search results
Michelin Info with GoogleSheet
YouTube Video List Downloads
- 學習六大NLP手法:segmentation/stemming/lemmatization/tagging/parsing/sentence tokenize
- 使用scikit-learn對每一個單詞計算TF-IDF
- 使用jieba模組進行中文斷詞
- 使用Gensim套件處理文章,訓練詞向量與文字預測
- 使用Spacy做單詞的定義tagging
- 安裝cuda/cudnn以及tensorflow-gpu
- 訓練DNN模型來偵測垃圾郵件
- 使用wordcloud與jieba製作文字雲
- 使用IFTTT和twstock模組抓取股票資訊並連結到個人Line通知