Introduction to Natural Language Processing

4.694 hours2K learners
Take your Python skills to the next level! Learn how to process, filter, and analyze texts, extract key terms, generate your own content, and perform simple text summarization.
Provided byLogo of the provider JetBrains Academy
See course content7 days ago last updated
No credit card required

Our students are building their future at:

Study at your own pace
Fit learning around your schedule. Suitable for all levels.
Learn from the experts
Short, practical text lessons by seasoned developers.
Become job-ready
Integrated with professional tools by JetBrains.
Join the community
Trusted by learners worldwide, confirmed by Trustpilot

What you'll learn

Dive into Python's tools for text data processing. Gain experience working with authentic projects addressing fundamental tasks, such as summarization, text generation, or key terms extraction. Get to know the main NLP fields and discover the areas you would like to explore further. Progressing through different projects on this course will give you a chance to:

  • Understand the basic steps of raw text pre-processing;
  • Learn how to represent a text in a computer-readable form;
  • Work with popular NLP libraries;
  • Perform simple text compression for news articles;
  • Generate your own texts using Markov Models;
  • Practice with regular expressions to set templates for texts.

This course gives additional useful knowledge to Python developers to start using NLP techniques in their projects. It is also a good opportunity for anyone interested in exploring the possibility of becoming an NLP engineer in the future or simply gaining some knowledge about this field. If you're a linguist or philologist looking to transition into or experiment with computerized language processing, try this course!

See course content

Learn by doing

# 1
Apply knowledge into practice
You already know the theory. Now it's time to code like you do at work—in a professional IDE, with real project constraints, solving problems that actually matter. Welcome to software engineering as it should be.
# 2
Navigate complexity with surgical precision
Most developers waste months learning random concepts without seeing how they connect. Our interactive Knowledge Map fixes this. It shows exactly how every programming concept relates to others, helping you build a structured mental model of coding.
# 3
Copy the best. Then improve.
Here's what top engineers do that others don't: they study other people's code obsessively. When you get stuck on Hyperskill, you can explore solutions published by other developers. See their exact code. Understand their approach. Learn their tricks.
# 4
Code review that actually makes you better
We stripped code review down to what actually matters: does your solution work? Have you handled the edge cases? Is there a cleaner way to write this? Hyperskill acts like a competent reviewer who actually tests your code. Not genius-level analysis, not architecture debates — just solid feedback on making your code better.

Elevate your engineering mastery through real-world challenges

Master advanced engineering concepts through ambitious projects. Each project deepens your expertise and transforms you from an experienced engineer into an exceptional one.

Simple Text Summarization

The modern world is rapid and dynamic, and every day people read a lot of news about politics, science, entertainment industry, programming, and so on. When there is so much information to digest, it gets really hard to deal with all of it! In this project, you will get familiar with something that might help: simple text summarization technique. This method extracts the most important sentences from the given text and is a great baseline for further experiments with other summarization approaches.

Text Generator

Machine learning is getting crazy smart these days. You've probably read texts or scripts written by machine learning algorithms, some of them even mimicking styles of certain people! If you ever wondered how it works and what are the secrets behind machine learning, this project is for you! You will have a chance to understand and implement a simple text generator using Markov chains.

Explore all projects

Topics covered by this course

Data science
46 topics
Working with data
36 topics
Fundamentals
20 topics
Python libraries
20 topics
Control flow
16 topics
Basics
15 topics
Math
14 topics
Algorithms and Data Structures
11 topics
Object-oriented programming
4 topics
System administration and DevOps
3 topics
Frontend
3 topics
Code quality
2 topics
Additional instruments
2 topics

Learn from the industry experts

JetBrains Academy

JetBrains Academy

JetBrains Academy is a part of JetBrains, a global software company specializing in the creation of intelligent, productivity-enhancing tools for software developers and teams. With years of expertise in software development and education, JetBrains Academy empowers more than a million people worldwide to learn and teach computer science, and help organizations inspire their teams to reach their goals in tech. Professional development tools play a big role in computer science education. This is why JetBrains Academy courses offer integration with JetBrains IDEs. This integration assists learners in getting experience with real development processes to streamline their learning curve at future work.

Your peers think Hyperskill rocks

Raman But-Husaim avatar
Raman But-Husaim
10 months ago
An interesting course that gives an introduction to NLP. It covers a whole range of topics including Python as a programming language, regular expressions, fundamental NLP topics (lemmatization, stemming, embeddings, text similarity, n-gram models, etc.) and algorithms (bag-of-words, n-gram, euclidi ...
Jürgen Wißkirchen avatar
Jürgen Wißkirchen
1 year ago
Moderator
I learned some NLP basics here, which is nice and helpful for my professional work in GenAI. The projects were helpful.
Evgeny Suvorkin
3 years ago
The track is still definitely in a raw state. But got some insight into the NLP problems

Join a community of 700 000+ passionate learners

Discussion feed

Ask questions, interact with the community and learn together with others.

Study groups

View solutions posted by other learners and learn from them.

Networking

Connect, share insights, collaborate on projects, and advance your career.
See course content

Select the plan that suits your learning goals

View plans