Tutorials
A Framework for Quality Assessment of Synthesized Speech using Learning Based Objective Evaluation
This tutorial explains the process of LBOE -- A Framework for Quality Assessment of Synthesized Speech using Learning Based Objective Evaluation.
- Part 1 - Learning Based Objective Evaluation
Gaussian Processes Based Policy Learning for Dialogue Manager
This tutorial is about the Introduction and Use of Gaussian Processes --
A machine learning approach for Policy Optimization of a POMDP based Dialogue Manager.
- Part 1 - Introduction to Gaussian Processes (GP)
- Part 2 - GP Trained Dialogue Manager
Various Approximations of Reinforcement Learning (RL) used in Dialogue Management
This series of tutorial is going to give practicle view on how reinforcement learning is incorporated to enable Dialogue Manager to control the conversation. The discussion will also amalgamate the summaries of good papers in the field. Part 1 objective is to validate and test the requirement of RL approaches in decision making problems.
- Part 1 - Reinforcement Learning: An Introduction
- Part 2 - Summary: Deep Reinforcement Learning (DRL) using AgentGraph
RNN Based Models for Hindi Natural Language Generation
This tutorial is inspired to explain the development of Neural Language Generation for an Hindi Dialogue System. The following tutorials are going to first give an abstract view of RNN artchitectures and its variants on empirical and theoretical aspects of RNNLG.
- Gated RNN based Architectures: Language Generation Become Easier
- RNN based NLG Models for a Hindi Dialogue System
- Generation of Sentences in Testing/Interactive mode
DST: Dialogue State Tracking for Hindi Dialogue Data
This tutorial gives an insight of how CNN used in Natural Language Processing with some examples. Next, the description and discussion of how the Hindi-Dialouge Data is collected. Implementation of already suggested model for State Tracking (Language Understanding).
- Introduction CNN in NLP: A TensorFlow implementation of Text Classification using CNN
- DST Models for a Hindi Dialogue System
- Neural Belief Tracker for a Hindi Dialogue System
Introduction to Regular Expression
This tutorial introduces the basics of regular expression with some examples.