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Certification Course

Applied Natural Language Processing

The course will help learners to gather sufficient knowledge and proficiency in probabilistic, Artificial Neural Network (ANN) and deep learning techniques for NLP.

In this course, you will learn

WEEK 1: Introduction, terminologies, empirical rules
WEEK 2: Word to Vectors
WEEK 3: Probability and Language Model
WEEK 4: Neural Networks for NLP
WEEK 5: Distributed word vectors (word embeddings)
WEEK 6: Recurrent Neural Network, Language Model
WEEK 7: Statistical Machine Translation
WEEK 8: Statistical Machine Translation, Neural Machine Translation
WEEK 9: Neural Machine Translation
WEEK 10: Conversation Modeling, Chat-bots, dialog agents, Question Processing
WEEK 11: Information Retrieval tasks using Neural Networks- Learn to Rank, Understanding Phrases, analogies
WEEK 12: Spelling Correction using traditional and Neural networks, end notes