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Training: Deep Learning with TensorFlow 2.0

Ref. TFL-01
Duration:
2
 days
Exam:
Not certifying
Level:
Fundamental

Description

TensorFlow is an end-to-end open source platform for machine learning. TensorFlow is a rich system for managing all aspects of a machine learning system; however, this class focuses on using a particular TensorFlow API to develop and train machine learning models.

Participant profiles

  • Aspiring data scientists
  • People interested in Machine Learning, Deep Learning, Business, and Artificial Intelligence
  • Anyone who wants to learn how to code and build machine and deep learning algorithms from scratch

Objectives

  • Gain a Strong Understanding of TensorFlow – Google’s Cutting-Edge Deep Learning Framework
  • Build Deep Learning Algorithms from Scratch in Python Using NumPy and TensorFlow
  • Set Yourself Apart with Hands-on Deep and Machine Learning Experience
  • Grasp the Mathematics Behind Deep Learning Algorithms
  • Understand Backpropagation, Stochastic Gradient Descent, Batching, Momentum, and Learning Rate Schedules
  • Know the Ins and Outs of Underfitting, Overfitting, Training, Validation, Testing, Early Stopping, and Initialization
  • Competently Carry Out Pre-Processing, Standardization, Normalization, and One-Hot Encoding

Prerequisites

  • Some basic Python programming skills

Course content

Module 1: Introduction to neural networks

Module 2: Setting up the working environment

Module 3: Minimal example – your first machine learning algorithm

Module 4: TensorFlow – An introduction

Module 5: Going deeper: Introduction to deep neural networks

Module 6: Backpropagation. A peek into the Mathematics of Optimization

Module 7: Overfitting

Module 8: Initialization

Module 9: Gradient descent and learning rates

Module 10: Preprocessing

Documentation

  • Digital courseware included

Lab / Exercises

  • The MNIST example
  • Business cases

Complementary courses

Temptraining funding

ITTA is a partner of Temptraining, the continuing education fund for temporary workers. This training fund can subsidize continuing education for anyone who works for an employer subject to the Collective Work Agreement (CCT) Rental of services.
Prix de l'inscription
CHF 1'500.-
Inclus dans ce cours
  • Training provided by an industry expert
  • Digital documentation and materials
  • Achievement badge

jeu01Aoû09:00ven02(Aoû 2)17:00Genève, Route des Jeunes 33B, 1227 Carouge Etiquettes de sessionTFL-01

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jeu26Sep(Sep 26)09:00ven27(Sep 27)17:00Lausanne, Avenue Mon repos 24, 1005 Lausanne Etiquettes de sessionTFL-01

jeu21Nov(Nov 21)09:00ven22(Nov 22)17:00Genève, Route des Jeunes 33B, 1227 Carouge Etiquettes de sessionTFL-01

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Horaires d’ouverture

Du lundi au vendredi, de 8:30 à 18:00.

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Opening hours

Monday to Friday, from 8:30 am to 06:00 pm.

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