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COURSES

NLP: From Zero to Hero

TOPIC
Big Data infrastructure and technologies
SUBTOPIC
Machine learning
LANGUAGE
Spanish
ENROLL
On Demand
DURATION
4 days (16 h)
TRAINER
ITI
Develop your own real NLP application from scratch: using the best tools for its development and cloud services to deploy it.
Program:
Unit 1. Introduction to NLP
Unit 2. Uses I
Unit 3. Pre-trained models
Unit 4. Uses II
Unit 5. Building an NLP service in the cloud
Keywords:
Artificial Intelligence, Machine Learning, Natural Language Processing, Sentiment analysis, Text mining

LEARNING OUTCOMES

Knowledge of the main techniques for cleaning and processing textual data. Knowledge of the main classic and advanced tokenization techniques (WPE, BPE). Knowledge of classical text representation techniques (TF-IDF). Knowledge of advanced text rendering techniques (LSTM, Transformers). Know and apply transfer learning techniques to textual documents. Construction of services dedicated to text analysis. Know and apply the different applications of NLP: sentiment analysis, classification, topic modeling, entity detection, anonymization

PRE-REQUISITES

Python, Basic ML

TARGET AUDIENCE

Professional Data Science

COURSE TYPE

Lecture and Hands-on

MATERIALS

Slides, practical exercises

COURSE OFFERED BY

MEMBER
ITI Data Cycle Hub
TYPE
i-Space
COUNTRY
Spain