Deep Learning
DL01 - Deep Learning Basics
Complexity
Junior
Timeframe
Skill Breakdown
You should understand basic deep learning concepts:
- machine learning
- types of machine learning
- deep learning
- model evaluation
You should understand the different NLP tasks.
Required Resources
Large Language Models:
Optional Resources
The are no optional resources for this skill.
DL02 - Deep Learning Computational Graphs
Complexity
Junior
Timeframe
Skill Breakdown
You should understand how computational graphs work.
You should understand the backpropagation algorithm.
Required Resources
Large Language Models:
Optional Resources
The are no optional resources for this skill.
DL03 - Deep Learning Layers
Complexity
Junior
Timeframe
Skill Breakdown
You should understand the most important layers:
- linear layer
- dropout layer
You should understand activation functions.
You should understand layer normalization.
Required Resources
Large Language Models:
Optional Resources
The are no optional resources for this skill.
DL04 - Deep Learning Attention
Complexity
Junior
Timeframe
Skill Breakdown
You should understand the attention mechanism.
Required Resources
Large Language Models:
Optional Resources
The are no optional resources for this skill.