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Introduction to Natural Language Processing

Last day of registration: August 17th , 2022

 

SKU: Chennai Mathematical Institute | Dates: August 24-28, 2022 Categories: ,

Description

Mode of workshop: Online

This workshop will cover topics like
  • Counting methods
  • Important preprocessing techniques - Case folding, removal of stop words
  • Understanding the meaning of the word One-Hot vector representation
  • Word vectors
  • Probabilistic and Neural Language
  • Computing dense live word vectors using SVD, Glove and Word2Vec models

Day 1: Wednesday - August 24th, 2022

TOPIC :Basic counting and preprocessing
Learning outcome:
Participants will be able to understand the different methods to read a corpus and process the contents
Live session:  2 hrs lecture

Day 2: Thursday - August 25th, 2022

TOPIC: Vector space representation of words
Learning outcome:
Participants will be able to understand the scaler and vector representation of words, word meaning, similarity measures
Live session: 2hrs lecture

Day 3: Friday - August 26th, 2022

TOPIC: Sparse representation of words
Learning outcome:
Learn algorithms to compute word vectors using two models
Live session: 2hrs lecture

Day 4: Saturday - August 27th, 2022

TOPIC :Dense representation of word vectors
Learning outcome:
Participants will be able to learn algorithms to compute dense vectors
Live session: 2hrs lecture

Day 5:  Sunday - August 28th, 2022

TOPIC : Language Models
Learning outcome:
Learn the fundamentals of language models and  generative language models
Live session: 2hrs lecture
Session dates: August 24th - 28th, 2022.  Time:   Wednesday to Sunday 6-8pm  Last date of Registration: August 17th, 2022

Profile of the Instructor(s)

Prof Ramaseshan Ramachandran is currently a visiting professor at Chennai Mathematical Institute taking two courses- Text Analytics and Natural Language Processing. Prior to this, spent close to 30+ years in the technology industry donning several leadership roles that included Venture Leader, Innovation leader, R&D head, Product manager, etc. 

Eligibility & Fees

Basic qualification of participants:

Those who have finished MLF, MLT and MLP.
Eligibility criteria:  Skillset expected:  - Probability,  - Linear algebra,  - Calculus,  - Machine learning,  - Python programming
Fees  for the workshop:
- Rs. 236 (Rs.200 + 18% GST)

Certification

After attending all the sessions and submitting the project, we will provide you with a workshop completion certificate from NPTEL.

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