EncartaLabs

Machine Learning With TensorFlow

( Duration: 5 Days )

The Machine Learning With TensorFlow training course will approach common commercial machine learning problems using Google's TensorFlow library. It will cover unique features of the library such as Data Flow Graphs, training, visualization of performance with TensorBoard - all within an example-rich context using problems from multiple industries. The focus will be towards introducing new concepts through problems which are coded and solved over the course of each section.

By attending Machine Learning With TensorFlow workshop, delegates will:

  • Obtain, configure & deploy TensorFlow on Google Cloud Platform
  • Machine Learning (ML) Basics
  • Graphs and Sessions
  • TensorFlow text classification
  • Exploring & pre-processing your data
  • Building your first model
  • Data Normalisation & Regression
  • Over- and under-fitting

This Machine Learning With TensorFlow course is for Analysts, Data Scientists, and Software Developers

COURSE AGENDA

1

Introduction to TensorFlow

  • What is TensorFlow?
  • Google Cloud Platform (GCP)
  • Overview of Plane Vectors
  • Multidimensional Data Arrays
  • Setting up TensorFlow on Google Cloud Platform
2

Machine Learning (ML) Basics

  • Machine Learning, Deep Learning & Neural Networks
  • Configuring & deploying TensorFlow on GCP
3

Graphs and Sessions

  • Parralel processing & distributed execution
  • Dataflow graphs
  • Creating a TensorFlow session
4

Loading, exploring & pre-processing your data

  • The tf.data API
  • Dataset structure
  • Dataset objects
  • Iterator objects
  • Consuming Values, Numpy Arrays and TGRecord data
5

TensorFlow text classification

  • Parallel processing & distributed execution
  • Dataflow graphs
  • Creating a TensorFlow session
6

Data Normalisation & Regression

  • Feature Scaling
  • Linear regression
7

Building your first Neural Network model

  • Setting up your layers
  • Compiling your model
  • Training your model
  • Evalutating accuracy
  • Making predictions

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 4,000 Modules on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting http://encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

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