Natural Language Processing

📰 Medium · Deep Learning

Learn Natural Language Processing from text basics to sequence models like RNN, LSTM, and GRU, and understand how they solve memory problems in NLP

beginner Published 27 Jul 2026
Action Steps
  1. Read the article to understand the basics of text and NLP
  2. Explore the code-driven walkthrough of NLP concepts
  3. Implement RNN, LSTM, and GRU models using popular deep learning libraries
  4. Experiment with different sequence models to solve memory problems in NLP
  5. Apply NLP concepts to real-world problems, such as text classification and language translation
Who Needs to Know This

Data scientists, machine learning engineers, and NLP enthusiasts can benefit from this article to improve their understanding of NLP fundamentals and sequence models

Key Insight

💡 LSTMs and GRUs were invented to fix the memory problems of plain RNNs in NLP tasks

Share This
🤖 Learn NLP from basics to sequence models like RNN, LSTM, and GRU! 📚

Key Takeaways

Learn Natural Language Processing from text basics to sequence models like RNN, LSTM, and GRU, and understand how they solve memory problems in NLP

Full Article

Title: Natural Language Processing

URL Source: https://medium.com/@danthalaswanthana/natural-language-processing-d8feb4d17ac2?source=rss------deep_learning-5

Published Time: 2026-07-27T07:49:35Z

Markdown Content:
[Sitemap](https://medium.com/sitemap/sitemap.xml)

[Open in app](https://play.google.com/store/apps/details?id=com.medium.reader&referrer=utm_source%3DmobileNavBar&source=---top_nav_layout_nav-----------------------------------------)

Sign up

[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40danthalaswanthana%2Fnatural-language-processing-d8feb4d17ac2&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)

[](https://medium.com/?source=---top_nav_layout_nav-----------------------------------------)

Get app

[Write](https://medium.com/m/signin?operation=register&redirect=https%3A%2F%2Fmedium.com%2Fnew-story&source=---top_nav_layout_nav-----------------------new_post_topnav------------------)

[Search](https://medium.com/search?source=---top_nav_layout_nav-----------------------------------------)

Sign up

[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40danthalaswanthana%2Fnatural-language-processing-d8feb4d17ac2&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)

![Image 1: Unknown user](https://miro.medium.com/v2/resize:fill:32:32/1*dmbNkD5D-u45r44go_cf0g.png)

[![Image 2: Danthalaswanthana](https://miro.medium.com/v2/resize:fill:40:40/0*tfHIzkZLjqUjqFhB)](https://medium.com/@danthalaswanthana?source=post_page---post_author_sidebar--d8feb4d17ac2-----------------d104df0ab662----------------------)
## Danthalaswanthana

Follow writer

Naturallanguageprocessing

Deep Learning

Rnn Architecture

Lstm

Gru

# Natural Language Processing

[![Image 3: Danthalaswanthana](https://miro.medium.com/v2/da:true/resize:fill:32:32/0*tfHIzkZLjqUjqFhB)](https://medium.com/@danthalaswanthana?source=post_page---byline--d8feb4d17ac2---------------------------------------)

[Danthalaswanthana](https://medium.com/@danthalaswanthana?source=post_page---byline--d8feb4d17ac2---------------------------------------)

Follow

35 min read

·

Jul 27, 2026

[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Fp%2Fd8feb4d17ac2&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40danthalaswanthana%2Fnatural-language-processing-d8feb4d17ac2&user=Danthalaswanthana&userId=d104df0ab662&source=---header_actions--d8feb4d17ac2---------------------clap_footer------------------)

[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Frepost%2Fp%2Fd8feb4d17ac2&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40danthalaswanthana%2Fnatural-language-processing-d8feb4d17ac2&user=Danthalaswanthana&userId=d104df0ab662&source=---header_actions--d8feb4d17ac2---------------------repost_header------------------)

[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fd8feb4d17ac2&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40danthalaswanthana%2Fnatural-language-processing-d8feb4d17ac2&source=---header_actions--d8feb4d17ac2---------------------bookmark_footer------------------)

[Listen](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2Fplans%3Fdimension%3Dpost_audio_button%26postId%3Dd8feb4d17ac2&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40danthalaswanthana%2Fnatural-language-processing-d8feb4d17ac2&source=---header_actions--d8feb4d17ac2---------------------post_audio_button------------------)

Share

**From Text to Sequence Models — — RNN, LSTM & GRU**

Press enter or click to view image in full size

![Image 4](https://miro.medium.com/v2/resize:fit:700/1*Ww00rR3Ov39wOHvC3efsYw.png)

_A complete, beginner-friendly, code-driven walkthrough of NLP — — starting from what text even is to a computer, all the way to why LSTMs and GRUs were invented to fix the memory problems of plain
Read full article → ☆ Save to playlist ← Back to Reads

Related Videos

Machine Learning Rust Candle Hugging Face Part 4
Machine Learning Rust Candle Hugging Face Part 4
Stephen Blum
how to run ablation in pretraining?
how to run ablation in pretraining?
Deep Learning with Yacine
12. Generative Adversarial Networks (GANs) Explained, DCGAN, CycleGAN, StyleGAN with Latest Concepts
12. Generative Adversarial Networks (GANs) Explained, DCGAN, CycleGAN, StyleGAN with Latest Concepts
Professor Rahul Jain
Generative Adversarial Network Simplified #artificialintelligence #machinelearning #deeplearning
Generative Adversarial Network Simplified #artificialintelligence #machinelearning #deeplearning
Professor Rahul Jain
Deep Learning Full Course 2026 [FREE] | Deep Learning Tutorial | Deep Learning Course | Simplilearn
Deep Learning Full Course 2026 [FREE] | Deep Learning Tutorial | Deep Learning Course | Simplilearn
Simplilearn
Deep Learning Full Course 2026 [FREE] | Deep Learning Tutorial | Deep Learning Course | Simplilearn
Deep Learning Full Course 2026 [FREE] | Deep Learning Tutorial | Deep Learning Course | Simplilearn
Simplilearn