Machine Learning with Google Colab

• An understanding of basic programming concepts
• Experience with Python programming
• Familiarity with basic statistical concepts

Audience

• Data scientists
• Software developers

Google Colab is a cloud-based platform that provides a collaborative environment for machine learning development, offering free access to computing resources and an easy-to-use interface.

This instructor-led, live training (online or onsite) is aimed at intermediate-level data scientists and developers who wish to apply machine learning algorithms efficiently using the Google Colab environment.

By the end of this training, participants will be able to:

• Set up and navigate Google Colab for machine learning projects.
• Understand and apply various machine learning algorithms.
• Use libraries like Scikit-learn to analyze and predict data.
• Implement supervised and unsupervised learning models.
• Optimize and evaluate machine learning models effectively.

Format of the Course

• Interactive lecture and discussion.
• Lots of exercises and practice.
• Hands-on implementation in a live-lab environment.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.

Introduction to Machine Learning and Google Colab

• Overview of machine learning
• Setting up Google Colab
• Python refresher

Supervised Learning with Scikit-learn

• Regression models
• Classification models
• Model evaluation and optimization

Unsupervised Learning Techniques

• Clustering algorithms
• Dimensionality reduction
• Association rule learning

Advanced Machine Learning Concepts

• Neural networks and deep learning
• Support vector machines
• Ensemble methods

Special Topics in Machine Learning

• Feature engineering
• Hyperparameter tuning
• Model interpretability

Machine Learning Project Workflow

• Data preprocessing
• Model selection
• Model deployment

Capstone Project

• Defining the problem statement
• Data collection and cleaning
• Model training and evaluation

Summary and Next Steps