Keras Training For Data Scientists - Fiji

Keras Training for Data Scientists Course Outline

Module 1: Introduction to Keras

• What is Keras?
• Guiding Principles
• Installation and Setup
• Configuration

Module 2: Exploring Models

• Keras Models
• Sequential Model
• Model (Functional API)

Module 3: Overview of Keras Layers

• Core Layers
• Convolutional Layers
• Pooling Layers
• Locally-Connected Layers
• Recurrent Layers
• Pre-Processing Layers
• Merging Layers
• Activations Layers
• Normalisation Layers

Module 4: Pre-Processing

• Dataset Pre-Processing
• Dataset Pre-Processing Utilities
  • Image Data Pre-Processing
  • Time Series Data Pre-Processing
  • Text Data Pre-Processing

Module 5: Optimisers

• SGD
• RMSprop
• Adam and AdamW
• Adadelta
• Adagrad
• Adamax
• Adafactor
• Nadam
• Ftrl

Who should attend this Keras Training for Data Scientists Course?

The Keras Training for Data Scientists is tailored for Data Scientists and professionals who want to gain proficiency in Deep Learning using the Keras framework. This Data Science Training is particularly beneficial for the following professionals:

• Data Scientists
• Machine Learning Engineers
• Software Developers
• Deep Learning Engineers
• Medical Researchers
• Bioinformaticians
• Data Journalists

Prerequisites of the Keras Training for Data Scientists Course

There are no formal prerequisites for attending this Keras Training for Data Scientists Course. However, having some prior knowledge of Machine Learning concepts and Python programming can be beneficial.

Keras Training for Data Scientists Course Overview

Keras is an open-source neural network library that has become a crucial tool for professionals in the data-driven landscape. This course, "Keras Training for Data Scientists," delves into the intricacies of this robust framework. With a Python foundation and seamless integration with TensorFlow, CNTK, and Theano, Keras facilitates rapid experimentation and is essential for Data Scientists navigating the complexities of modern data science.

Proficiency in Keras is vital for diverse professionals, including Data Scientists, Machine Learning Engineers, Software Developers, Deep Learning Engineers, Medical Researchers, Bioinformaticians, and Data Journalists. Mastering Keras empowers professionals to architect and experiment with these models efficiently as the demand for neural networks and deep learning solutions grows. Its relevance is undeniable in the dynamic landscape of data science.

The Knowledge Academy’s 1-day Keras Training for Data Scientists Course is designed to accommodate individuals from diverse backgrounds and industries. Delegates in this will acquire comprehensive knowledge of different Keras layers, ranging from core to recurrent layers. Additionally, they will learn essential preprocessing techniques for sequences, text, and images—critical skills for effectively preparing data for neural network applications.

Course Objectives

• To grasp the fundamentals of Keras and its integration with Deep Learning frameworks
• To explore various Keras layers for building neural networks
• To learn the essentials of preprocessing data for sequence, text, and image applications
• To gain proficiency in using regularisers and constraints to enhance model performance
• To master the practical aspects of compiling models with loss and optimiser functions
• To acquire the skills to architect neural networks efficiently for complex data science problems

Upon completing this course, delegates will possess a robust understanding of Keras, enabling them to efficiently experiment with and architect diverse neural network models. The acquired skills in preprocessing for sequences, text, and images will enhance their ability to tackle complex data science problems.

What’s included in this Keras Training for Data Scientists Course?

• World-Class Training Sessions from Experienced Instructors 
• Keras Training for Data Scientists Certificate 
• Digital Delegate Pack

You’ll also get access to the MyTKA Training Portal, which will be your go to hub for all your training.
Hands-On Labs: Included as part of our online instructor-led delivery, these labs provide real-world exercises in a simulated environment guided by expert instructors to enhance your practical skills.