Description
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.
