Hello and welcome
to this course, create machine learning
models in Microsoft Azure. Machine learning is
the foundation for predictive modeling and
artificial intelligence. In this course, you will
learn the core principles of machine learning and how to use common tools and
frameworks to train, evaluate, and use
machine-learning models. This course is comprised
of the following modules: explore data and create models
to predict numeric values, train and evaluate classification
and clustering models, and train and evaluate
deep learning models. Let's start with
the first module, explore data and create models
to predict numeric values. Data exploration and analysis is at the core of data science. Data scientists
require skills and languages like
Python to explore, visualize and manipulate data. In this module, you will
use Python to explore, visualize, and manipulate data, describe how regression
can be used to create a machine learning
model that predicts numeric values and use the Scikit-learn
framework in Python to train and evaluate
a regression model. In the next module, you will explore
how to train and evaluate classification
and clustering models. Classification is
a machine learning used to categorize
items into classes. In this module,
you will learn how classification can
be used to create a machine learning model that predicts categories or classes. You will use the
Scikit-learn framework in Python to train and evaluate
a classification model. You will also learn how
clustering can be used to create unsupervised machine
learning models that group data
observations into clusters. You will use the
Scikit-learn framework in Python to train
a clustering model. Finally, you will
learn how to train and evaluate deep
learning models. In this module, you
will learn about the fundamental principles
of deep learning and how to create deep
neural network models using PyTorch or TensorFlow. You will also explore the use of convolutional neural networks to create image
classification models. Additionally,
throughout this course, you will have an
opportunity to explore machine learning models
in Microsoft Azure through interactive
exercises and real-world examples of
data science in action, knowledge checks,
and practice exams. We wish you every success as you start this
learning journey.