μ—¬λŸ¬ μΆ”μ²œ λ„μ„œμ™€ κ°•μ’Œλ“€ 그리고 μ‹œν–‰μ°©μ˜€λ₯Ό κ²ͺμœΌλ©΄μ„œ λ°°μ› λ˜ 지식듀을 정리해 λ΄…μ‹œλ‹€. 미래의 λ‚˜λ₯Ό μœ„ν•΄, μƒˆλ‘œμš΄ M린이λ₯Ό μœ„ν•΄ πŸ₯²

μ—”μ§€λ‹ˆμ–΄λ§ κ΄€μ μ—μ„œ Machine Learning

  • 일반적인 κΈ°κ³„ν•™μŠ΅μ˜ μ •μ˜μ™€ μ—”μ§€λ‹ˆμ–΄λ§ κ΄€μ μ—μ„œμ˜ μ •μ˜λ₯Ό 정리

Perceptron 아이디어와 λ™μž‘ 원리

  • λ”₯λŸ¬λ‹μ΄ μƒκ²¨λ‚˜κΈ° κΉŒμ§€μ˜ μ—¬μ •

Neural Network ν•™μŠ΅ 원리

  • ν•™μŠ΅μ€ μ–΄λ–»κ²Œ λ™μž‘λ˜λŠ”κ°€
  • code sample

Gradient 와 Backpropagation

  • ν•™μŠ΅ 효과 κ·ΉλŒ€ν™” 전락과 λŒ€ν‘œμ μΈ ν•™μŠ΅ μ „λž΅
  • code sample

ν•™μŠ΅ μ΅œμ ν™”

  • μ†Œκ°œ
  • code sample

Data Analytics

  • ν•™μŠ΅ ν…Œν¬λ‹‰μ™€ 데이터 처리 ν…Œν¬λ‹‰ μ†Œκ°œ. 데이터 처리λ₯Ό ν•΄μ•Ό ν•˜λŠ” 이유
  • 톡계 κΈ°λ³Έ μš©μ–΄
  • 데이터 뢄석 κ³Όμ •
    • Business Understanding
    • Data Understanding
    • Train / Test
    • Deploy / Application

EDA (Exploratory Data Analysis)

  • μ†Œκ°œ
  • code sample

Visualization

  • μ†Œκ°œ
  • code sample
  • Datastudio

Classification

  • μ†Œκ°œ
  • GCP
  • AWS
  • Azure
  • DataRobot?

Regression

  • μ†Œκ°œ
  • GCP
  • AWS
  • Azure
  • DataRobot?

Forecasting

  • μ†Œκ°œ
  • GCP
  • AWS
  • Azure
  • DataRobot?

Operations Research

  • Google OR Tools
  • code sample