Natural Language Processing Essentials

External: Coursera Courses ↗ · Coursera

Open Course on External: Coursera

Free to audit · Opens on External: Coursera

Natural Language Processing Essentials

Coursera · Beginner ·📐 ML Fundamentals ·3mo ago
Skills: RAG Basics90%

Key Takeaways

Introduces the fundamentals of Natural Language Processing using linguistic concepts and programming techniques

Original Description

This course introduces the fundamentals of Natural Language Processing (NLP), combining core linguistic concepts with hands-on programming techniques to help you understand how machines process human language. Whether you're new to NLP or looking to build foundational skills, this course provides a clear and practical path into one of the most exciting areas of AI and data science. Through guided lessons and real-world examples, you'll learn how to clean, structure, and analyze text data, apply feature extraction techniques, and build basic NLP models for tasks like text classification and named entity recognition. By the end of this course, you will be able to: • Understand NLP basics and key language concepts like morphology, syntax, semantics, and pragmatics. • Apply text cleaning and preprocessing techniques using NLTK and SpaCy, including tokenization, stemming, lemmatization, and embeddings. • Analyze text features by extracting Bag of Words, TF-IDF, and Word2Vec representations. • Evaluate machine learning models built for text classification. • Create NLP solutions by implementing Named Entity Recognition and syntactic parsing. This course is ideal for beginners, data enthusiasts, and aspiring NLP practitioners who want to gain a strong foundation in natural language processing and its applications in AI. No prior experience with NLP is required. A basic understanding of Python or machine learning concepts will be helpful, but not mandatory. Join us to begin your journey into the world of Natural Language Processing and text analysis with Python!
Watch on External: Coursera ↗ (saves to browser)
Sign in to unlock AI tutor explanation · ⚡30

Related AI Lessons

Stop Overfitting With Basically One Line of Code
Learn to prevent overfitting with a simple code tweak and understand the difference between Ridge and Lasso regression
Medium · AI
Stop Overfitting With Basically One Line of Code
Learn to prevent overfitting in machine learning models with a simple code tweak and understand the difference between Ridge and Lasso regression
Medium · Machine Learning
Stop Overfitting With Basically One Line of Code
Prevent overfitting in models with a simple code tweak, understanding the difference between Ridge and Lasso regression
Medium · Data Science
Stop Overfitting With Basically One Line of Code
Learn to prevent overfitting in machine learning models with a simple code tweak, comparing Ridge and Lasso regression techniques
Medium · Python
Up next
Learn Deep Learning by Hand (Beginner's Guide - Part 1)
Thu Vu
Watch →