Deep Learning in Theory and Practice Training

  • 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 Istanbul, London and Ankara facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

Classroom / Virtual Classroom
02 June 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
11 June 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
27 June 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
07 July 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
12 August 2024
Istanbul, Ankara, London
€1,820 +VAT Book Now
Classroom / Virtual Classroom
25 August 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
04 September 2024
Istanbul, Ankara, London
2 Days
Classroom / Virtual Classroom
08 September 2024
Istanbul, Ankara, London
2 Days
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