Training – Deep Learning using TensorFlow and Keras (IOT305)
May 7, 2020May 7, 2020 Leave a comment Deep Learning is a branch of machine learning that utilizes neural networks.
But how does a neural network work, and how does deep learning solve machine learning problems.
In this workshop, you will learn how to get started with deep learning using one of the most popular frameworks for implement ing deep learning – TensorFlow.
You will also use another API – Keras, which is built on top of TensorFlow, to m ak e deep learning more user-friendly and easier.
Introduction to Neural Networks
Deep Learning and Neural NetworksPerceptron and Neural Networks
Layers, Weights and Biases.
Activation Functions Softmax.
Le ak y ReLu.
Loss Functions Binary cross entrophy.
Categorical cross e ntr ophy.
Mean-squ are d error.
Optimizers – Gradient Descent, RMSprop, Adam.
Evaluating Performance .
Common Types of Neural NetworksConvolutional Neural Network (CNN)
Recurrent Neural Network (RNN).
What is TensorFlow?What is a Tensor?
Building a Perceptron using TensorFlow
Using Keras with TensorFlowImage Classifications
Transfer LearningWhat is Transfer Learning?
Using pre-trained models.
Fine-tuning pre-trained models.
Prerequisites Basic programming experience.
Understanding of basic object-oriented programming concepts.
Hardw are Mac / Windows laptop.
Softw are Anaconda (Python 3.7).
Visual Studio Code.
About the course Duration – 2-day.
Trainer – Wei-Meng Lee.
Standard price – 449 Eur + VAT.
Date – to be announced (if you’re interested, please contact [email protected]).
Location – online.
About Wei-Meng Lee Wei-Meng Lee is a technologist and founder of Developer Learning Solutions (http://www.learn2develop.net), a technology company specializing in hands-on training on the latest mobile technologies.
Wei-Meng has many years of training experiences and his training courses place special emphasis on the learning-by-doing approach.
His hands-on approach to learning programming makes understanding the subject much easier than reading books, tutorials, and documentations.
His name regularly appears in online and print publications such as DevX.com, MobiForge.com, and CoDe Magazine.
Some of Wei-Meng Lee’s Clients Agency for Science
Technology and Research (A-STAR).
AXS Pte Ltd.
Centre for Strategic Infocomm Technologies.
Inland Revenue Authority of Singapore (IRAS)
Institute of Technical Education.
Ministry of Defense.
Nanyang Technological University (NTU).
National University of Singapore (NUS)
Ngee Ann Polytechnic.
Singapore Management University (SMU)
Singapore Press Holdings.
United States (US) Army.
Books by Wei-Meng Lee.
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