Applied Natural Language Processing
- Offered byNPTEL
Applied Natural Language Processing at NPTEL Overview
Duration | 12 weeks |
Mode of learning | Online |
Schedule type | Self paced |
Credential | Certificate |
Applied Natural Language Processing at NPTEL Course details
- A major portion of communication now is through text and any organization has more than 90% of its content in the unstructured form
- Natural Language Processing (NLP), an important part in Artificial Intelligence, is one of the important technologies that would help in activities such as classification, retrieving and extraction of information, identifying important documents, etc
- Students will gather knowledge in the fundamentals of NLP, methods and techniques and gain skills to use them in practical situations
Applied Natural Language Processing at NPTEL Curriculum
Week 1: Introduction to language processing – tokens, sentences, paragraphs
Week 2: Regular expressions - extraction of information using Regex
Week 3: Document Similarity measures - Cosine and cluster measures
Week 4: Spelling correction - Edit distance
Week 5: Information retrieval, extraction
Week 6: Document Classification, Clustering, topic modeling techniques
Week 7: Vector Space Model - word vectors, GloVe/Word2Vec model, word embedding
Week 8: Text Classification, Clustering, and Summarization
Week 9: Machine Learning, Perceptron
Week 10: Back Propagation, Recurrent Neural network relevant to NLP
Week 11: Machine Translation, Language Generation
Week 12: Applications – Sentiment Analysis, Spam Detection, Resume Mining, AInstein
Applied Natural Language Processing at NPTEL Faculty details
Other courses offered by NPTEL
Student Forum
Anything you would want to ask experts?