All Courses Unlocking the Power of Text: NLP Essentials
Unlocking the Power of Text: NLP Essentials
This self-paced course demystifies Natural Language Processing (NLP), teaching you how computers unlock the power of human language. Perfect for beginners to intermediate learners, you'll master essential concepts, tools, and techniques from traditional methods to modern transformer models. Through hands-on projects, you will immediately apply your skills to build solutions for sentiment analysis, text classification, and even chatbot development. By the end, you'll be equipped to process text data and deploy robust NLP solutions in the real world.
Instructors:
SJ Sushmitha J
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20 Lessons
  1. Understand core concepts of Natural Language Processing (NLP)
  2. Preprocess and clean text data for analysis
  3. Apply key NLP techniques such as tokenization and stemming.
  4. Build simple NLP models for text classification and sentiment analysis
  5. Use popular NLP libraries (e.g., NLTK, spaCy, Hugging Face Transformers)
  6. Interpret and evaluate NLP model performance
Course Content
1Introduction NLP Tutorial
2Why NLP is booming
3Regex For NLP
4Three Category Of Techniques
5NLP Tasks
6NLP Pipeline
8Tokenization in Spacy
9Language Processing Pipeline
10Stemming and Lemmatization
11Part Of Speech POS Tagging
12Named Entity Recognition
13Text Representation Basics
14Text Representation Label One Hot Encoding
15Text Representation Using Bag Of Words
16Stop Words
17Text Representation Using Bag Of n-grams
18Text Representation Using TF-IDF
19Text Representation Using Word Embeddings
20Word vectors in Spacy
21News classification using Spacy word
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