This is Machine Learning (ML) Workshop material. Please install Anaconda in your computer using "Instruction of Anaconda Installation and ML algorithm import". The workshop will cover how programmer conduct a Machine Learning Projects". The workshop will show the general workflow of ML projects.
- Identify the problems to solve
- Acquire necessary data
- Tranform and clean data
- Prepare training and validation data
- Select an algorithm
- Train an algorithm with trainng data
- Validate the trained algorithm with validation data
- Solve the problems / Predict with the validated model.
The workshop will also introduce popular
- ML program: Python
- ML packages: sklearn, tensorflow, keras
- ML algorithms: Linear Regression, Logistic Regression, SVM, Deep Neural Network, Convolutional Neural Network