Python ML & AI Bootcamp: 1 Day Practical Workshop in Perth

Bring your team and save:

1. Groups of three or more receive a 10% discount

2. Organizations hosting an in-house session with 10+ participants enjoy a 15% discount.

Duration: 1 Full Day (8 Hours)
Delivery Mode: Classroom (In-Person)
Language: English
Credits: 8 PDUs/Training Hours
Certification: Course Completion Certificate
Refreshments: Lunch, Snacks and beverages will be provided during the session

The Machine Learning & AI in Python course empowers you to understand, build, and evaluate predictive models using Python. You will learn the fundamentals of supervised and unsupervised learning, model evaluation metrics, feature engineering, and get a glimpse into neural networks and deep learning. With practical hands-on exercises, this course prepares you to transition from theory to real-world machine learning applications.

By the end of this course, you will be able to:

• Understand core machine learning concepts and workflows
• Build supervised and unsupervised models using scikit-learn
• Evaluate model performance using appropriate metrics
• Apply feature engineering techniques to improve predictions
• Gain basic knowledge of neural networks and deep learning
• Use Python for real-world AI and ML problem-solving

• Data scientists
• ML engineers
• Software developers
• Advanced Python users.

If you’re looking to take your Python programming skills into the realm of machine learning, this course is ideal. With a strong focus on applied learning and best practices, you’ll build models and analyze datasets that mirror real-world challenges. Our experienced instructors make complex concepts like algorithms and neural networks accessible through hands-on examples. This course helps you build confidence in working with machine learning tools and prepares you for advanced AI workflows.

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Looking to enhance your team's AI and machine learning capabilities?

We offer tailored in-house training sessions designed to fit your organization’s specific learning needs. Want your developers to build predictive models or enrich your team’s data expertise? Let us customize a course that aligns with your business goals and projects.

Contact us today to schedule a customized in-house, face-to-face session:

Info: • What is machine learning and AI?

• Role of Python in ML and AI

• Overview of ML workflow

• Activity

Info: • Regression vs classification

• Building basic linear and logistic models

• Using scikit-learn for model implementation

• Activity

Info: • Clustering basics

• K-means and hierarchical clustering

• Use cases for dimensionality reduction (PCA)

• Case Study

Info: • Splitting datasets: train-test-validation

• Accuracy, precision, recall, F1-score, confusion matrix

• Cross-validation and tuning

• Activity

Info: • Handling missing data and outliers

• Feature scaling and encoding

• Feature selection techniques

• Activity

Info: • Understanding neurons and layers

• Basics of perceptrons and activation functions

• Overview of backpropagation

• Activity

Info: • Understanding deep networks

• Brief intro to TensorFlow and Keras

• Practical examples in image and text processing

• Case Study

Info: • Build a simple predictive model end-to-end

• Train, test, evaluate, and optimize

• Present insights and findings

• Activity

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