Natural Language Processing

Course Content

Course Hours

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Module 1: Introduction to NLP
Introduction to Deep Learning
Classical NLP
Module 2: Neural Models for Machine Translation and Conversation Generation
Overview of Conventional Statistical Machine Translation
Neural Machine Translation
Neural Conversation Generation
Module 3: Deep Semantic Similarity Model and Its Applications
DSSM
DSSM for Information Retrieval
DSSM for Entity Ranking
Module 4: Natural Language Understanding
Spoken Language Understanding
Continuous Word Representations
Neural Knowledge Base Embedding
KB-based Question Answering
Module 5: Deep Reinforcement Learning
Deep Reinforcement Learning Background
Deep Reinforcement Learning for NLP
Module 6: Vision-Language Multimodal Intelligence
Image Captioning
Visual Question Answering
Module 7: Natural Language Processing in Python
Clean texts to prepare them for the Machine Learning models
Create a Bag of Words model
Apply Machine Learning models onto this Bag of Words model
Module 8: Natural Language Processing in R
Clean texts to prepare them for the Machine Learning models
Create a Bag of Words model
Apply Machine Learning models onto this Bag of Words model
20 Hours ₹ 4200 | $70 Join now

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