Packt

Foundations of LLMs and Deep Learning for Text Analysis

Save on skills that make you shine with 40% off 3 months of Coursera Plus. Save now

Packt

Foundations of LLMs and Deep Learning for Text Analysis

Included with Coursera Plus

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

3 hours to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

3 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Explain how deep learning models process and analyze text data

  • Describe transformer architecture and its role in modern AI systems

  • Apply LLM concepts to real-world NLP tasks like classification and generation

Details to know

Shareable certificate

Add to your LinkedIn profile

Recently updated!

May 2026

Assessments

3 assignments

Taught in English

See how employees at top companies are mastering in-demand skills

 logos of Petrobras, TATA, Danone, Capgemini, P&G and L'Oreal

Build your subject-matter expertise

This course is part of the Building AI Agents with LLMs, RAG, and Knowledge Graphs Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
  • Earn a shareable career certificate

There are 3 modules in this course

This module introduces key techniques for representing and analyzing text data using deep learning. Learners will explore methods such as one-hot encoding, TF-IDF, and word embeddings, and apply recurrent neural networks to real-world tasks like sentiment analysis. By the end, you'll understand how to transform raw text into meaningful features for machine learning models.

What's included

1 video8 readings1 assignment

This module explores the evolution of attention mechanisms leading to the transformer model, delving into its architecture, training process, and groundbreaking applications such as BERT. Learners will gain insights into how transformers revolutionize language understanding and can visualize their internal workings. Practical examples illustrate how these models are trained and applied to real-world language tasks.

What's included

1 video6 readings1 assignment

This module delves into the architecture and capabilities of large language models (LLMs), including their emergent properties, fine-tuning strategies, and efficiency considerations. Learners will also explore multimodal models, ethical challenges such as hallucinations, and the fundamentals of prompt engineering. By the end, participants will gain a comprehensive understanding of how LLMs are developed, optimized, and responsibly deployed.

What's included

1 video7 readings1 assignment

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructor

Packt - Course Instructors
Packt
1,778 Courses508,272 learners

Offered by

Packt

Why people choose Coursera for their career

Felipe M.

Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."

Jennifer J.

Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."

Larry W.

Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."

Chaitanya A.

"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."
Coursera Plus

Open new doors with Coursera Plus

Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription

Advance your career with an online degree

Earn a degree from world-class universities - 100% online

Join over 3,400 global companies that choose Coursera for Business

Upskill your employees to excel in the digital economy

Frequently asked questions