Session

Introduction to Machine Learning

In this workshop, you will be introduced to Machine Learning using Python. You will learn about the various libraries used in Python for machine learning, as well as the fundamental principles of some common machine learning algorithms.

Topics

Crash course in Python
Manipulating data in Python
Numpy
Pandas
Data Visualization in Python
Matplotlib
What is Machine Learning?
Types of Machine Learning Algorithms
Classification
Anomaly Detection
Regression
Clustering
Introduction to Machine Learning using the Azure Machine Learning Studio
Creating Experiments
Training Models
Evaluating Models
Deploying the learning model as Web services
Consuming the Web Services
Introduction to Machine Learning using Python
Using the Scikit-learn Libraries
Using Machine Learning Algorithms in Python
Linear Regression
Logistics Regression
Support Vector Machine
K-Nearest Neighbours (KNN)
K-Means
Projects
Predicting student performance
Detecting cancer
And more...
Using Microsoft Cognitive Services
Image Recognition
Natural Language processing

Wei-Meng Lee

Founder, Learn2Develop.net

Singapore

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