Deep Learning in Theory and Practice Training in New Zealand

  • Learn via: Classroom
  • Duration: 2 Days
  • Level: Fundamentals
  • Price: From €1,820+VAT
We can host this training at your preferred location. Contact us!

This training covers the foundations of artificial intelligence and machine learning, with special focus on deep learning. Best practices in managing deep learning projects will be shared. Hands-on labs in Python, TensorFlow and Keras will be provided to deepen student understanding.

Module 1: Deep Learning Introduction

• Terminology

• AI topics and techniques

• Current use of AI

• New frontiers of AI

• Supervised learning

• Unsupervised learning

• Reinforcement learning

Module 2: Artificial Neural Network

• Artificial neuron

• Activation function

• Forward pass and backward pass

• Loss function and gradient descent

• Fully connected neural network

• Convolutional neural network

• Recurrent neural network

• Training and inference

Module 3: Deep Learning Programming Overview

• Python

• NumPy

• Pandas

• TensorFlow

• Keras

Module 4: Pre-trained Models

• Image classification

• Object detection

• Word embedding

Module 5: Regularization

• Underfitting and overfitting

• Bias-variance tradeoff

• Dataset augmentation

• Early stopping

• L1 and L2 regularization

• Dropout

• Adversarial training

• Ensemble method

Module 6: Optimization and Tuning

• Learning rate

• Momentum

• Optimization algorithm

• Parameter initialization strategy

• Data normalization

• Batch normalization

• Hyperparameter tuning strategy

• Hardware acceleration

• HPE Deep Learning Cookbook

Module 7: Deep Learning Project Management

• Deep learning project management

• Data acquisition

• Data preprocessing

• Data labelling

• Baselining

• Data augmentation

• Transfer learning

• Performance measurement

• Ensemble method

Module 8: AI in Law and Ethics

• AI in law

• All in ethics

Module 9: Capstone Project

• Apply deep learning to a real-life use case



Contact us for more detail about our trainings and for all other enquiries!

Upcoming Trainings

Join our public courses in our New Zealand facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

01 January 2025 (2 Days)
Auckland, Wellington, Christchurch
Classroom / Virtual Classroom
16 January 2025 (2 Days)
Auckland, Wellington, Christchurch
Classroom / Virtual Classroom
01 January 2025 (2 Days)
Auckland, Wellington, Christchurch
Classroom / Virtual Classroom
10 February 2025 (2 Days)
Auckland, Wellington, Christchurch
Classroom / Virtual Classroom
€1,820 +VAT
Book Now
16 January 2025 (2 Days)
Auckland, Wellington, Christchurch
Classroom / Virtual Classroom
16 February 2025 (2 Days)
Auckland, Wellington, Christchurch
Classroom / Virtual Classroom
10 February 2025 (2 Days)
Auckland, Wellington, Christchurch
Classroom / Virtual Classroom
€1,820 +VAT
Book Now
16 February 2025 (2 Days)
Auckland, Wellington, Christchurch
Classroom / Virtual Classroom
Deep Learning in Theory and Practice Training Course in New Zealand

New Zealand is an island country in the southwestern Pacific Ocean and it consists of two main islands and 700 smaller islands. Two main islands are the North Island and the South Island. The capital city of New Zealand is Wellington and the most popular city of the island country is Auckland. English, Māori and New Zealand Sign Language are the official languages of New Zealand. As of January 2022, the population of the country is about 5,138,120. 70% of the population are of European descent, 16.5% are indigenous Māori, 15.1% Asian and 8.1% non-Māori Pacific Islanders.

Since most of the country lies close to the coast, mild temperatures are observed year-round. January and February are the warmest months while July is the coldest month of the year. Fiordland, the first national park of New Zealand Tongariro

Unlock your potential in IT through our extensive selection of courses, which include programming, software development, data science, business skills, and cybersecurity. Our adept instructors will provide you with hands-on training and practical perspectives, all conveniently hosted at your desired location within New Zealand.
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