The ML role on Artificial Intelligence world

• Machine Learning vs. Deep Learning
• ML Algorithms
• Practical use cases
• Methodologies & Tools o Scikit-Learn
• Pandas
  o Anaconda
  o TensorFlow & PyTorch

• Exploratory analysis
• Data cleaning
• Feature engineering
• Algorithm selection
• Model training
• What’s next ?

• Data normalization
• Data cleaning
• Data filtering
• Data scaling
• Feature selection
• Feature extraction

• Simple linear regression
• Multiple linear regression
• Support vector regression ( SVR )
• Decision tree regression

• K-Nearest neighbours ( K-NN)
• Support vector machine (SVM)
• Kernel SVM
• Decision tree classification

• K-Fold cross validation
• Grid search

• K-Means clustering
• Hierarchical clustering