Topics

Duration

32 Weeks

Progress

0/20

Learning Progress0%

AI Roadmap

Natural Language Processing (NLP)

Learning Path

Follow these concepts in order to master this topic.

Introduction to NLP

Text Preprocessing

Tokenization

Bag of Words (BoW)

TF-IDF

Word Embeddings

Word2Vec

GloVe

FastText

Sequence Models

Recurrent Neural Networks (RNN)

Long Short-Term Memory (LSTM)

Gated Recurrent Units (GRU)

Attention Mechanism

Sentiment Analysis

Named Entity Recognition (NER)

Text Classification

Question Answering

Chatbots

Real-World NLP Applications

Documentation

Official documentation and references.

Hugging Face NLP Course

Recommended

NLTK Documentation

spaCy Documentation

Video Courses

Natural Language Processing Full Course

3h 53m

NLP with Python

Practice Websites

Practice what you've learned.

Kaggle Learn - Natural Language Processing

Hugging Face

Google Colab

Projects

Apply what you've learned by building real projects.

Movie Review Sentiment Analyzer

Beginner

News Article Classifier

Intermediate

AI Chatbot with Intent Classification

Advanced