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Training Course: Natural Language Processing (NLP)


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IT235239

19 - 23 Jan 2025

Dubai (UAE)

Cost : 4565 € Euro

Introduction

Natural Language Processing (NLP) training program designed by Global Horizon is a dynamic and exciting field at the intersection of linguistics, artificial intelligence, and machine learning. It focuses on the interaction between computers and human language, enabling machines to understand, interpret, and generate human language. NLP has numerous real-world applications, from chatbots and virtual assistants to sentiment analysis, translation, and more. This 5-day NLP training program provides a concise yet comprehensive introduction to the fundamental concepts and practical skills required to kickstart your journey in the world of NLP.

 

Objectives

By the end of the NLP training program, participants will:

  • Understand the Basics: Gain a solid understanding of NLP, its history, and the key challenges it addresses.
  • Preprocess Text Data: Learn to clean, tokenize, and preprocess textual data effectively.
  • Master NLP Fundamentals: Grasp the fundamental NLP concepts such as part-of-speech tagging, named entity recognition, and sentiment analysis.
  • Explore Deep Learning: Get an introduction to deep learning techniques and their application in NLP.
  • Leverage Pre-trained Models: Discover the power of pre-trained models and the Transformer architecture in NLP.
  • Apply NLP to Real-world Problems: Work on hands-on projects, including sentiment analysis and text summarization.
  • Collaborate and Present: Collaborate with peers to develop an NLP project and present findings.
  • Understand Model Deployment: Learn how to deploy NLP models and consider ethical implications.

 

Target Audience

  • Aspiring data scientists looking to expand their skill set into NLP.
  • Software developers interested in incorporating NLP into their applications.
  • Linguists and language enthusiasts curious about the intersection of language and technology.
  • Students and professionals in fields related to data science, AI, or computer science who want to understand NLP's capabilities.
  • Anyone seeking a foundational understanding of NLP and its practical applications.

 

Training Program Outline

 

Day 1: Introduction to NLP and Text Preprocessing

  • Overview of NLP and its applications
  • Basic text preprocessing: cleaning, tokenization, stemming/lemmatization
  • Hands-on exercise: Text preprocessing with Python

 

Day 2: NLP Basics and Text Classification

  • Understanding language models and grammar
  • Part-of-speech tagging and named entity recognition
  • Introduction to text classification and sentiment analysis
  • Practical exercise: Sentiment analysis using NLTK or spaCy

 

Day 3: Deep Learning for NLP

  • Introduction to deep learning
  • Basics of neural networks for NLP
  • Word embeddings: Word2Vec and GloVe
  • Hands-on project: Building a simple text classifier using deep learning

 

Day 4: Advanced NLP Techniques and Applications

  • Introduction to pre-trained models and Transformers
  • Sequence-to-sequence models and attention mechanisms
  • Exploring advanced NLP applications: text summarization, machine translation
  • Practical exercise: Text summarization using a pre-trained model

 

Day 5: Project Development and Deployment

  • Working on an NLP project: choose from sentiment analysis, chatbots, or named entity recognition
  • Collaborative project work with peer review
  • Model deployment options: API, web application, or container
  • Ethical considerations in NLP and closing remarks

IT manager

Training Course: Natural Language Processing (NLP)


Register Now
Quick Inquiry
Discount Group Download Brochure (36)

IT235239

19 - 23 Jan 2025

Dubai (UAE) -

Cost: 4565 € Euro


  About Dubai

Dubai, located on the Persian Gulf, is one of the seven United Arab Emirates and one of the most popular tourist destinations in the world. The discovery of oil in the region has made Dubai extremely wealthy, allowing it to build the glittering skyscrapers that it is now famous for. That wealth is strongly in evidence in Dubai and visitors will see luxurious buildings and supercars aplenty. Perfect beaches and endless shopping opportunities are to key to Dubai's attractions. Flights to Dubai open up the city's cultural attractions to tourists, with beautiful mosques, museums and art galleries scattered throughout this ultra-modern metropolis.


  Things to do and places to visit in Dubai

Dubai's wealth has made it famous for building ever taller buildings and creating artificial islands off its shores. The city's hotels are luxurious and shoppers will love its extensive shopping malls which showcase all the world's top brands. Dubai's attractions don't end there. Dubai also caters to adventure lovers, who can jump in a 4x4 or on a board to speed over dunes outside the city. Local culture mustn't be forgotten either, and visitors have wonderful mosques to visit and old districts to explore. All that combined means that a flight to Dubai is sure to lead to an unforgettable holiday.

When visiting Dubai, be sure to:

  • Go to the observation deck of the Burj Khalifa, the tallest building in the world.
  • Admire the intricately beautiful Grand Mosque, which has the tallest minaret in the city.
  • Understand the local history and culture with a visit to the Dubai Museum.
  • Discover objects from the 6th century at Jumeirah Archaeological Site.
  • Go skiing – That's not a joke, the Mall of the Emirates houses a snowdome.
  • Go shopping at the Mall of the Emirates or the Dubai Mall.
  • Explore the desert surrounding the city – either by 4x4 or atop a camel.
  • Eat fantastic seafood at Dubai Marina.
  • Cool off at the Wild Wadi Waterpark.
  • Marvel at gorgeous Arabic calligraphy at Jumeirah Mosque, the biggest in the city.
  • Take a yacht tour around the artificial islands of Palm Jumeirah.
  • Haggle for souvenirs in one of the city's souks.
  • Wander around the traditional building in Bastakiya District.
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