Deep Learning for Natural Language Processing (NLP)

Data and AI
Data Science

Harness the power of Deep Learning for natural language. Based on Xebia Data’s extensive experience in solving NLP problems, this practical, 3-day course teaches you how to apply deep learning in various NLP contexts, including text classification, text summarization, and question answering.

Looking to upskill your team(s) or organization?

Nico will gladly help you further with custom training solutions.

Get in touch

What will you learn?

After the training, you will be able to:

Apply existing models to your text data for various tasks (e.g., text classification, generation, translation, etc.). 

Select the appropriate pre-trained model to solve your data problem. 

Finetune existing models on your own datasets for optimal results. 

Understand existing pre-trained models, transformer architectures, and challenges in NLP more deeply. 

Deal with data limitations. 

Key takeaways

Out-of-the-Box Pipelines 

  1. Text classification 
  2. Text generation 
  3. Translation 
  4. Zero-shot learning, and more! 

Going Deeper 

  1. Understanding transformer architecture 
  2. Navigating pre-trained models 
  3. Transfer learning and model finetuning 
  4. Embedding lookups with FAISS 
  5. Custom pipelines & tokenizers 

Program

  • NLP concepts: history, transformers, BERT, HuggingFace, and more 
  • Sentiment analysis with deep learning 
  • Out-of-the-box pipelines & unpacking the pipeline 
  • Build your own emoji recommender system 

Who is it for?

This training is for those looking for a practical course focusing on applying state-of-the-art language models to text-data problems.  

Requirements

You should be familiar with Python and basic data science concepts (train vs. test set, etc.).

Familiarity with Deep Learning is beneficial but optional. 

What else
should I know?

After registering for this training, you will receive a confirmation email with practical information. A week before the training, we will ask you about any dietary requirements and share literature if you need to prepare.

See you soon!

Course information

All literature and course materials are included in the price. 

All literature and course materials are included in the price. 

After registering for this course, you will receive a confirmation email with practical information. 

Meet the Trainers

James Hayward

Meet James Hayward, a data science trainer at Xebia Academy. Get to know him here.

Also interesting for you

View all training courses
Developing Data Models with LookML

This course empowers you to develop scalable, performant LookML (Looker Modeling Language) models that provide your business users with the standardized, ready-to-use data they need to answer their questions. Upon completing this course, you will be able to start building and maintaining LookML models to curate and manage data in your organization’s Looker instance.

Data Analytics
View training
Analyzing and Visualizing Data in Looker

In this course, you learn how to do the kind of data exploration and analysis in Looker that would formerly be done primarily by SQL developers or analysts. Upon completing this course, you will be able to leverage Looker’s modern analytics platform to find and explore relevant content in your organization’s Looker instance, ask questions about your data, create new metrics as needed, and build and share visualizations and dashboards to facilitate data-driven decision-making.

Data Analytics
View training
Data Science Bootcamp

Transform into a certified Data Scientist in just 12 weeks. This boot camp will kick-start your Data Science career with Python.

Lysanne van Beek

Data Science
Python
11 days
Virtual

Next:

25 Jan, 2024

From:

€2625

View training
Advanced Power BI – DAX and Data Modeling

Increased your PowerBI knowledge with DAX & Data Modeling. Get started now!

Juan Manuel Perafan

Data Analytics
Microsoft
PowerBI
2 days
Virtual

Next:

11 – 12 Dec, 2023

From:

€1465

View training
Time Series Analysis & Forecasting

Learn how to extract insights, interpret seasonality and build forecasting models from time series data.

Data Science
4 days
Virtual

Next:

4 Mar, 2024

From:

€1355

View training

Can’t find the course you’re looking for? There’s more!