Home>Courses>Essentials of Large Language Models: A Beginner’s Journey

Essentials of Large Language Models: A Beginner’s Journey

Gain insights into LLMs, explore their capabilities and limitations, and discover how to fine-tune and evaluate them. Learn about GPT-2 and compare different models effectively.

Beginner

14 Lessons

Certificate of Completion

Gain insights into LLMs, explore their capabilities and limitations, and discover how to fine-tune and evaluate them. Learn about GPT-2 and compare different models effectively.

AI-POWERED

Explanations

Prompt

AI-POWERED

Explanations

Prompt

This course includes

10 Playgrounds

Course Overview

What You'll Learn

Course Content

Recommendations

Course Overview

In this course, you will acquire a working knowledge of the capabilities and types of LLMs, along with their importance and limitations in various applications. You will gain valuable hands-on experience by fine-tuning LLMs to specific datasets and evaluating their performance. You will start with an introduction to large language models, looking at components, capabilities, and their types. Next, you will be introduced to GPT-2 as an example of a large language model. Then, you will learn how to fine-tun...Show More

What You'll Learn

An understanding of language models, large language models, and their key differences

Familiarity with the components of LLMs and their basic architecture

Working knowledge of the types of LLMs, along with their importance and limitations

An understanding of GPT-2 as a large language model

Hands-on experience in fine-tuning LLMs to specific datasets and evaluating their performance

An understanding of language models, large language models, and their key differences

Course Content

Course Overview

1 Lessons

Get familiar with large language models, their applications, and ethical considerations in AI.

Introduction to the Course

Getting Started with LLMs

6 Lessons

Look at advanced LLM fundamentals, components, types, capabilities, examples, and limitations.

Large Language Models

Importance and Limitations

Fine-Tuning LLMs

6 Lessons

Examine fine-tuning LLMs, model selection, data preparation, training, evaluation, and performance comparison.

Introduction to Fine-Tuning

Challenge: Compare the Performance of Two Different LLMs

Wrap Up

1 Lessons

Find out about applying language models creatively and responsibly to impact AI.

Conclusion

Trusted by 2.5 million developers working at companies

"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."

Carlos Matias La Borde

Software Developer

"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"

Souvik Kundu

Front-end Developer

"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."

Vinay Krishnaiah

Software Developer

"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"

Eric Downs

Musician/Entrepeneur

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

Recommended before starting this course

Course

All You Need to Know About Prompt Engineering

Gain insights into prompt engineering, optimizing prompts for accurate AI outputs, exploring various types, best practices, role-specific prompts, and utilizing techniques for productivity and personal use.

beginner

7 hours

Course

A Beginner's Guide to Deep Learning

Discover fundamental deep learning concepts, master coding models using NumPy and Keras, and test your knowledge with quizzes and coding challenges. Gain insights into effective deep learning techniques.

beginner

20 hours

Course

Natural Language Processing with Machine Learning

Gain insights into processing text data, creating word embeddings, and using LSTMs for semantic analysis and machine translation. Explore industry-relevant NLP techniques with Python and TensorFlow.

advanced

9 hours

Course

All You Need to Know About Prompt Engineering

beginner

7 hour

Course

A Beginner's Guide to Deep Learning

beginner

20 hour

Course

Natural Language Processing with Machine Learning

advanced

9 hour

Related Courses and Skill Paths

Course

Generative AI: From Theory to Product Launch

Lead the GenAI revolution, future-proof your skills by exploring generative models, transformer networks, and state-of-the-art applications in text, image, and video generation.

beginner

2 hours

Course

Using OpenAI API for Natural Language Processing in Python

Discover how to use OpenAI API for NLP in Python, mastering text summarization, classification, and more. Lead the GenAI revolution and future-proof your skills in this essential course.

beginner

1 hour 30 mins

Course

Getting Started with Google BERT

Gain insights into Google's BERT architecture, delve into transformer basics, and explore various BERT variants. Learn about pre-training, practical NLP applications, and excelling in language processing.

intermediate

25 hours

Course

Generative AI: From Theory to Product Launch

beginner

2 hour

Course

Using OpenAI API for Natural Language Processing in Python

beginner

1 hour 30 min

Course

Getting Started with Google BERT