μ¬λ¬ μΆμ² λμμ κ°μ’λ€ κ·Έλ¦¬κ³ μνμ°©μ€λ₯Ό κ²ͺμΌλ©΄μ λ°°μ λ μ§μλ€μ μ λ¦¬ν΄ λ΄ μλ€. λ―Έλμ λλ₯Ό μν΄, μλ‘μ΄ Mλ¦°μ΄λ₯Ό μν΄ π₯²
μμ§λμ΄λ§ κ΄μ μμ Machine Learning
- μΌλ°μ μΈ κΈ°κ³νμ΅μ μ μμ μμ§λμ΄λ§ κ΄μ μμμ μ μλ₯Ό μ 리
Perceptron μμ΄λμ΄μ λμ μ리
- λ₯λ¬λμ΄ μ겨λκΈ° κΉμ§μ μ¬μ
Neural Network νμ΅ μ리
- νμ΅μ μ΄λ»κ² λμλλκ°
- code sample
Gradient μ Backpropagation
- νμ΅ ν¨κ³Ό κ·Ήλν μ λ½κ³Ό λνμ μΈ νμ΅ μ λ΅
- code sample
νμ΅ μ΅μ ν
- μκ°
- code sample
Data Analytics
- νμ΅ ν ν¬λμ λ°μ΄ν° μ²λ¦¬ ν ν¬λ μκ°. λ°μ΄ν° μ²λ¦¬λ₯Ό ν΄μΌ νλ μ΄μ
- ν΅κ³ κΈ°λ³Έ μ©μ΄
- λ°μ΄ν° λΆμ κ³Όμ
- Business Understanding
- Data Understanding
- Train / Test
- Deploy / Application
EDA (Exploratory Data Analysis)
- μκ°
- code sample
Visualization
- μκ°
- code sample
- Datastudio
Classification
- μκ°
- GCP
- AWS
- Azure
- DataRobot?
Regression
- μκ°
- GCP
- AWS
- Azure
- DataRobot?
Forecasting
- μκ°
- GCP
- AWS
- Azure
- DataRobot?
Operations Research
- Google OR Tools
- code sample