In this course student will learn how to define and prepare the development environment, prepare data for modeling, perform feature engineering and develop models. Azure Data Scientists apply Azure’s machine learning techniques to train, evaluate, and deploy models that solve business problems.
This course will prepare you for DP-100: Designing and Implementing a Data Science Solution on Azure exam.
What You Will Learn
Module 1: Define and prepare the development environment
In this module you will learn how to select development environment, set up development environment and quantify the business problem.
Module 2: Prepare data for modeling
In this module you will learn how to transform data into usable datasets, perform Exploratory Data Analysis (EDA), cleanse and transform data.
Module 3: Perform feature engineering
In this module you will learn how to perform feature extraction and perform feature selection.
Module 4: Develop models
In this module you will learn how to select an algorithmic approach, split datasets, identify data imbalances, train the model and evaluate model performance.;