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NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030)

4.6 out of 5 rating Last updated 14/11/2024   English

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Global Schedule

GTR = Guaranteed to Run

10 Feb 25 Book
15:00 - 23:00 Live Online 2,177
28 Apr 25 Book
15:00 - 23:00 Live Online 2,177

14 Jul 25 Book
15:00 - 23:00 Live Online 2,177
20 Oct 25 Book
15:00 - 23:00 Live Online 2,177
Duration

3 Days

18 CPD hours

Overview

This course combines engaging instructor-led presentations, insightful demonstrations, real-world hands-on labs and engaging group activities. Throughout the course you'll:
-Master the fundamentals of Natural Language Processing (NLP) and Generative AI, understanding their role in interpreting and generating human language for valuable insights.
-Develop the ability to transform raw text into structured formats and generate creative content using AI, enhancing machine understanding and human interaction.
-Discover how to collect and utilize web data, navigate through semi-structured data sources, and integrate AI APIs for enriched project capabilities.
-Learn how to implement sentiment analysis, topic modeling, and AI-generated content to extract meaning from text data, identify trends, and add creative dimensions.
-Gain proficiency in applying machine learning, deep learning, and generative AI techniques to text data for tasks like classification, prediction, and creative generation.
-Learn to analyze text sentiment, train emotion detectors, and interpret results, while also exploring the creative potential of AI in generating novel text and images, providing new ways to gauge public opinion, understand customer feedback, and enhance user engagement.

Description

The Hands-on Natural Language Processing (NLP) and Generative AI Boot Camp is an immersive, three-day course that serves as your comprehensive guide to building machines that can read, interpret, and even generate human language. This unique interdisciplinary field blends computational linguistics with artificial intelligence, allowing machines to understand, interpret, generate, and interact using human language. In a data-centric world, mastering NLP and Generative AI skills gives you a competitive edge, enabling the development of sophisticated applications like voice assistants, text analyzers, chatbots, and more, with an added flair of creativity and human-like interaction.
Our expansive curriculum encompasses a wide array of NLP and Generative AI topics. Beginning with an introduction to NLP, feature extraction, and the basics of Generative AI, the course progresses to hands-on development of text classifiers and exploration of web scraping, APIs, and AI assistants. Delving deeper, you'll explore topic modeling, vector representations, advanced text manipulation, sentiment analysis, and the innovative world of text and image generation using AI. Half of your time will be dedicated to practical labs, where you'll apply your knowledge in real-world scenarios€creating pipelines, text classifiers, working with web data, analyzing sentiment, and experimenting with AI-generated content. These labs mirror actual industry challenges, equipping you with the necessary skills to efficiently process, analyze, and generate text data. Time permitting, you'll engage with modern tools like Python libraries, the OpenAI GPT-4 API, TensorFlow, and others in a series of hands-on exercises.
By the end of this course, you'll have a comprehensive understanding of both NLP and Generative AI. You'll leave equipped with practical skills and insights to process and analyze text data, implement advanced text representations, apply machine learning algorithms for text data, build simple chatbots, and creatively use AI for generating text and images. You'll be adept at harnessing these technologies to gain valuable insights from text data, enhance business processes, and improve user interactions with automated text-based and generative AI systems.

Prerequisites

To ensure a smooth learning experience and maximize the benefits of attending this course, you should have the following prerequisite skills:
-Proficiency in Python: As the course involves Python for hands-on labs and examples, attendees should have a good understanding of Python programming, including data structures, control flow, and basic coding practices.
-Basic knowledge of Machine Learning: Understanding the principles of machine learning, including concepts like training and testing splits, model evaluation, and overfitting, will be beneficial.
-Familiarity with Linear Algebra and Statistics: Some fundamental concepts in linear algebra (such as vectors and matrices) and statistics (mean, median, standard deviation, etc.) are essential for understanding the theory behind NLP.
-Experience with any Data Analysis Libraries: Having experience with Python data analysis libraries like Pandas, NumPy, or Matplotlib can be beneficial as they are often used in the preprocessing and analysis of text data.
-General Understanding of Natural Language Processing: While not strictly necessary, having a basic understanding of what NLP is and its potential applications can help attendees contextualize the learnings better.

Introduction to Natural Language Processing
Overview of NLP in Data Analytics
Historical Perspective and Evolution of NLP
Feature Extraction Methods
Importance in Data Analytics
Types of Data: Structured vs Unstructured Data
Cleaning Text Data: Techniques and Best Practices
Feature Extraction from Texts: Methods and Tools
Finding Text Similarity: Applications in Data Analytics
Developing a Text Classifier
Role in Data Analytics and AI
Machine Learning: Overview of ML in NLP
Supervised Learning: Concepts and Applications
Developing a Text Classifier: Step-by-Step Guide
Building Pipelines for NLP Projects: Design and Implementation
Saving and Loading Models: Techniques and Tools
Generative AI (APIs)
Fundamentals of Generative AI
Text (OpenAI Text APIs): Usage and Case Studies
Vision (OpenAI Vision APIs): Applications in Image Recognition
Text to Speech (OpenAI APIs): Technologies and Use Cases
Speech to Text: Conversion Techniques
Overview of Key Points
Creating Assistants
The Rise of AI Assistants
GPTs (in the Browser): Implementation and Examples
Custom Assistants with APIs: Building Tailored Solutions
Live Search (Bing): Integration and Application
Code Generation Techniques and Tools
Image Generation: Exploring Creative AI
Insights and Future Trends
Vector Representation
Importance in Data Representation
What Is a Vector: Definition and Applications
Text Generation and Summarization
Overview of Text Generation
Generating Text with Markov Chains: Methodology and Use Cases
Text Summarization: Techniques and Tools
Key Input Parameters for TextRank: Algorithmic Insights
Recent Developments in Text Generation and Summarization: State-of-the-Art Techniques
Practical Challenges in Extractive Summarization: Addressing Real-World Issues
Sentiment Analysis
Relevance in Market Research
Tools Used for Sentiment Analysis (TextBlob and NLTK): Comparative Analysis
The textblob library: Features and Use Cases
Understanding Data for Sentiment Analysis: Analytical Techniques
Training Sentiment Models:
Strategies and Best Practices
Additional course details:

Nexus Humans NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward.

This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts.

Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success.

While we feel this is the best course for the ITS Data Analytics course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you.

Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

FAQ for the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) Course

Available Delivery Options for the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) training.
  • Live Instructor Led Classroom Online (Live Online)
  • Traditional Instructor Led Classroom (TILT/ILT)
  • Delivery at your offices in London or anywhere in the UK
  • Private dedicated course as works for your staff.
How many CPD hours does the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) training provide?

The 3 day. NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) training course give you up to 18 CPD hours/structured learning hours. If you need a letter or certificate in a particular format for your association, organisation or professional body please just ask.

Which exam does the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) training course prepare you for?

The NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) prepares you for the Yes official exam. You can take this exam at any exam center across UK including, England, Scotland, Cymru (Wales) or Northern Ireland or live online where ever you are. Exams vary in duration and if required you can request with the provider for any accommodations appropriate for you.

What is the correct audience for the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) training?

This in an intermediate and beyond-level course is geared for experienced Python developers looking to delve into the exciting field of Natural Language Processing. It is ideally suited for roles such as data analysts, data scientists, machine learning engineers, or anyone working with text data and seeking to extract valuable insights from it. If you're in a role where you're tasked with analyzing customer sentiment, building chatbots, or dealing with large volumes of text data, this course will provide you with practical, hands-on skills that you can apply right away.

Do you provide training for the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030).

Yes we provide corporate training, dedicated training and closed classes for the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030). This can take place anywhere in UK including, England, Scotland, Cymru (Wales) or Northern Ireland or live online allowing you to have your teams from across UK or further afield to attend a single training event saving travel and delivery expenses.

What is the duration of the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) program.

The NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) training takes place over 3 day(s), with each day lasting approximately 8 hours including small and lunch breaks to ensure that the delegates get the most out of the day.

What other terms do people search for when looking for this course?

Popular related searched include AI; Machine Learning; Deep Learning; NLP.

Why are Nexus Human the best provider for the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030)?
Nexus Human are recognised as one of the best training companies as they and their trainers have won and hold many awards and titles including having previously won the Small Firms Best Trainer award, national training partner of the year for UK on multiple occasions, having trainers in the global top 30 instructor awards in 2012, 2019 and 2021. Nexus Human has also been nominated for the Tech Excellence awards multiple times. Learning Performance institute (LPI) external training provider sponsor 2024.
Is there a discount code for the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) training.

Yes, the discount code PENPAL5 is currently available for the NLP Boot Camp / Hands-On Natural Language Processing (TTAI3030) training. Other discount codes may also be available but only one discount code or special offer can be used for each booking. This discount code is available for companies and individuals.

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Training Insurance Included!

When you organise training, we understand that there is a risk that some people may fall ill, become unavailable. To mitigate the risk we include training insurance for each delegate enrolled on our public schedule, they are welcome to sit on the same Public class within 6 months at no charge, if the case arises.

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