Deep Learning Advanced Training

Deep Learning Advanced Training

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In this training, participants will take their knowledge gained in Deep Learning Basic Training one step further. With this course, you will specialize in Deep Learning and reinforce how to build Neural Network structures. The training content prepared at the Advanced Level will enable you to create a more solid infrastructure in this field.

About Education

TRAINING OBJECTIVES ADVANCED LEVEL

  • PyTorch
  • Deep Learning Basics and Advanced Deep Learning
  • Convolutional Neural Network (CNN)
  • Recommendation System with Deep Learning

 

TRAINING CONTENT ADVANCED LEVEL

  • PyTorch Basics

Pytorch Tensors

Broadcastin

Reshaping

Concatenation-Stacking

Automatic Differentiation

  • Deep Learning Basics

What to look for when starting a data science project?

Baseline Model

Why does the Gradient give the direction of maximum increase?

Neural Network basics – Everything can be thought of as a function

Seriously, why are we using this Sigmoid?

Add Non-linearity to the model and why is this necessary?

Why is a normalization model helpful when training?

Pulling inputs into the same logic space

Understanding Regularization

Defining loss function

Loss function vs Metric – Loss

What is a batch and why does its size matter?

Binary Classification from 0

Multi-class classification from 0

Residual Block

Batch Normalization

  • Convolutional Neural Network (CNN)

Effect of filtering inputs on outputs

Making filters learnable

Convolution as a feature extractor

  • Recommendation System with Deep Learning

What is entity embeddings

How to build deeper networks

Visualization of biases and weights of network

Who Should Receive the Training?

  • Those who have taken Deep Learning Basic Training or have knowledge about Deep Learning and want to continue to develop themselves in this field,
  • Those who want to specialize in Deep Learning,
  • All developers who are proficient in Python language and want to learn how to integrate Deep Learning solution into real life.

Requirements

To have knowledge of coding/programming in Python language.

Plan this training institutionally!

This training can be planned in different durations and content specific to your organization. Please contact us for detailed rich content and planning to realize your training objectives.

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Additional information

Lokasyon

Online

Kontenjan

20

Eğitmen

Academy Club