ash-hun / my_nlp_research

My NLP Research

"My NLP Research"

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😎 MY TIL : Go!

😁 My Study Report : Go!

📑 Contents

• Advanced Python Practice

  • ENVIRIONMENT SETTING
  • PYTHON PROGRAMMING, VARIABLE & OPERATOR
  • PYTHONIC CODE
  • LAMDA, MAP REDUCE
  • ASTERISK
  • DATA STRUCTURE - COLLECTIONS
  • USEFUL LIBRARY - ITERTOOLS

• Useful Library with ML

  • NUMPY
  • MATPLOTLIB
  • PANDAS

• Must Have Top 10 Algorithm in 'ML'

  • LINEAR REGRESSION
  • LOGISTIC REGRESSION
  • KNN
  • NAIVE BAYES
  • DECISION TREE
  • RANDOM FOREST
  • XGBoost
  • LightGBM
  • K Means Clustering
  • PCA

• Best Way to implementation in 'NLP'

  • INTRODUCE FOR NLP TASK
  • PREPROCESSING
    • CORPUS PREPROCESSING
    • ONE-HOT ENCODING
    • TF-IDF
    • WORD2VEC
    • GLOVE
  • N-GRAM
  • CNN
  • RNN
  • LSTM
  • GRU
    • GRU Example : Sentiment Analysis
    • GRU Example : GRU LM
  • Seq2Seq & Encoder/Decoder
  • Transformer

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👩‍💻 Shortcut of Jupyter

👉 Shortcut

• Command Mode (press Esc to enable)
  • Enter : enter edit mode
  • Shift-Enter : run cell, select below
  • Ctrl-Enter : run cell
  • Alt-Enter : run cell, insert below
  • Y : to code
  • M : to markdown
  • R : to raw
  • 1 : to heading 1
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  • 3 : to heading 3
  • 4 : to heading 4
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  • 6 : to heading 6
  • Up : select cell above
  • K : select cell above
  • Down : select cell below
  • J : select cell below
  • A : insert cell above
  • B : insert cell below
  • X : cut selected cell
  • C : copy selected cell
  • Shift-V : paste cell above
  • V : paste cell below
  • Z : undo last cell deletion
  • D,D : delete selected cell
  • Shift-M : merge cell below
  • S : Save and Checkpoint
  • Ctrl-S : Save and Checkpoint
  • L : toggle line numbers
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  • Shift-O : toggle output scrolling
  • Esc : close pager
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  • H : show keyboard shortcut help dialog
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  • Shift : ignore
  • Edit Mode (press Enter to enable)
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  • Shift-Tab : tooltip
  • Ctrl-] : indent
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  • Ctrl-Left : go one word left
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  • Ctrl-Backspace : delete word before
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  • Alt-Enter : run cell, insert below
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  • Ctrl-S : Save and Checkpoint
  • Up : move cursor up or previous cell
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  • Shift : ignore