Understanding the Fundamental Principles of Large Language Models (LLMs)

It covers a wide range of topics, from prompt engineering theory and practical techniques to the latest application cases and security/ethical issues, providing practical assistance to LLM-based service developers, data scientists, and AI planners alike.

Intermediate

prompt engineering

Mastering Prompt Engineering

arigaram

$254.10

Intermediate / prompt engineering

(For Product Managers) Fundamentals of LLM and Understanding LLM-based Service Planning

arigaram

$254.10

Beginner / NLP, gpt, AI, ChatGPT, LLM

4.1

(10)

Explains the reasons why LLM is necessary, the technical background, and basic concepts for LLM planners and LLM application planning managers.

Beginner

NLP, gpt, AI

(For Product Managers) Fundamentals of LLM and Understanding LLM-based Service Planning

arigaram

$254.10

Beginner / NLP, gpt, AI, ChatGPT, LLM

4.1

(10)

AI Statistics for Non-Majors

arigaram

$26.40

Beginner / AI

Without a single formula or line of code, this penetrates the essence of basic statistics necessary for AI development and application.

Beginner

AI Statistics for Non-Majors

arigaram

$26.40

Beginner / AI

AI-Based Full-Stack Development Practical Track for Juniors: Understand in Just One Day

arigaram

$26.40

Basic / Prototyping, crud

4.0

(1)

It enables junior developers to understand the entire development process, from planning to coding, deployment, and verification, by using AI as a development tool.

Basic

Prototyping, crud

AI-Based Full-Stack Development Practical Track for Juniors: Understand in Just One Day

arigaram

$26.40

Basic / Prototyping, crud

4.0

(1)

Problem Definition: A Foundational Competency for Reducing Development Waste

arigaram

$77.00

Beginner / Team Collaboration Tool, soft skills, Business Problem Solving

5.0

(3)

It helps train the "constructive thinking" needed to frame problems.

Beginner

Team Collaboration Tool, soft skills, Business Problem Solving

Problem Definition: A Foundational Competency for Reducing Development Waste

arigaram

$77.00

Beginner / Team Collaboration Tool, soft skills, Business Problem Solving

5.0

(3)

Cognitive Load Management Techniques to Overcome the Limits of RAG Performance

arigaram

$762.30

Intermediate / AI, ChatGPT, LLM, RAG

5.0

(1)

We present ways to improve RAG performance based on Cognitive Load Theory. To overcome the limitations of existing RAG enhancement techniques, we synthesize various methods by applying the conceptual framework of cognitive load.

Intermediate

AI, ChatGPT, LLM

Cognitive Load Management Techniques to Overcome the Limits of RAG Performance

arigaram

$762.30

Intermediate / AI, ChatGPT, LLM, RAG

5.0

(1)

Service Design for LLM Applications (For Product Managers)

arigaram

$254.10

Beginner / AI, LLM

5.0

(2)

You can learn the "service design" concepts and methods required when planning applications or web services based on LLM, a type of generative artificial intelligence (Generative AI).

Beginner

AI, LLM

Service Design for LLM Applications (For Product Managers)

arigaram

$254.10

Beginner / AI, LLM

5.0

(2)

Java Naming

arigaram

$26.40

Basic / naming-conventions, naming, renaming, naming-strategy

"I only changed a name, but the code has transformed." I have summarized the core of readable code, 'naming that reads well,' from principles to examples. Easy-to-read names are the beginning of collaboration.

Basic

naming-conventions, naming, renaming

Java Naming

arigaram

$26.40

Basic / naming-conventions, naming, renaming, naming-strategy

Breaking Down Secure Coding

arigaram

$254.10

Intermediate / Penetration Testing, security, security training

5.0

(12)

This lecture is designed to be easily understood even if you have no prior knowledge of Secure Coding. After covering fundamental secure coding concepts, it focuses on web service security. This course was originally conducted as a special lecture hosted by OO University. It provides over 160 source codes with extensive comments, pinpointing core topics and techniques that can be applied immediately in the field.

Intermediate

Penetration Testing, security, security training

Breaking Down Secure Coding

arigaram

$254.10

Intermediate / Penetration Testing, security, security training

5.0

(12)

A Quick Look at C Programming

arigaram

$26.40

Beginner / C, Embedded

You can quickly understand the basic concepts and fundamental syntax of the C language.

Beginner

C, Embedded

A Quick Look at C Programming

arigaram

$26.40

Beginner / C, Embedded

Clean Coding: Techniques for Writing Good Code Made Easy with Cooking Analogies

arigaram

$254.10

Basic / Team Collaboration Tool, Coding Test, Refactoring

5.0

(1)

We present various clean coding techniques.

Basic

Team Collaboration Tool, Coding Test, Refactoring

Clean Coding: Techniques for Writing Good Code Made Easy with Cooking Analogies

arigaram

$254.10

Basic / Team Collaboration Tool, Coding Test, Refactoring

5.0

(1)

Prompt Patterns for Developers

arigaram

$254.10

Basic / prompt engineering

4.4

(9)

We introduce basic prompt patterns for coding and advanced API prompt patterns for leveraging artificial intelligence.

Basic

prompt engineering

Prompt Patterns for Developers

arigaram

$254.10

Basic / prompt engineering

4.4

(9)

History and Development of LLMs

arigaram

$254.10

Beginner / NLP, RNN, self-attention, transformer, LLM

It explains in detail the various language models developed in the process, starting from the beginnings of natural language processing technology to the latest LLM models.

Beginner

NLP, RNN, self-attention

History and Development of LLMs

arigaram

$254.10

Beginner / NLP, RNN, self-attention, transformer, LLM

Building an AI Judge with CrewAI and LLM

arigaram

$254.10

Intermediate / AI, LLM, AI Agent

We explore how to create an AI judge by combining knowledge graphs, reasoning systems, and various agent frameworks such as CrewAI, LangChain, and AutoGen, which enable the implementation of LLM-based multi-agent technology.

Intermediate

AI, LLM, AI Agent

Building an AI Judge with CrewAI and LLM

arigaram

$254.10

Intermediate / AI, LLM, AI Agent

Understanding LLM Application User Requirements Gathering and Analysis Methods (for Product Managers)

arigaram

$254.10

Beginner / Project Management (PM), Service Planning, AI, LLM

We will look at how to collect and analyze user requirements for planning an LLM service.

Beginner

Project Management (PM), Service Planning, AI

Understanding LLM Application User Requirements Gathering and Analysis Methods (for Product Managers)

arigaram

$254.10

Beginner / Project Management (PM), Service Planning, AI, LLM

Limitations, Latest Technologies, and Future Outlook of LLMs

arigaram

$254.10

Beginner / NLP, Service Planning, Content Planning, AI, LLM

Explore the limitations of LLMs, the latest technologies to overcome them, and projected future technologies.

Beginner

NLP, Service Planning, Content Planning

Limitations, Latest Technologies, and Future Outlook of LLMs

arigaram

$254.10

Beginner / NLP, Service Planning, Content Planning, AI, LLM

LLM Application Service Case Analysis (For Product Managers)

arigaram

$254.10

Beginner / NLP, Service Planning, Content Planning, LLM

5.0

(1)

We will explore the types of applications and web services that can be built using LLMs.

Beginner

NLP, Service Planning, Content Planning

LLM Application Service Case Analysis (For Product Managers)

arigaram

$254.10

Beginner / NLP, Service Planning, Content Planning, LLM

5.0

(1)

Similar courses

Explore other courses in the same field!

(For Product Managers) Fundamentals of LLM and Understanding LLM-based Service Planning

arigaram

$254.10

Beginner / NLP, gpt, AI, ChatGPT, LLM

4.1

(10)

Explains the reasons why LLM is necessary, the technical background, and basic concepts for LLM planners and LLM application planning managers.

Beginner

NLP, gpt, AI

(For Product Managers) Fundamentals of LLM and Understanding LLM-based Service Planning

arigaram

$254.10

Beginner / NLP, gpt, AI, ChatGPT, LLM

4.1

(10)

Physical AI: Learning by Following Along for Everyone

roboseasy

$84.70

Beginner / Python, AI

5.0

(1)

The era of Physical AI, as mentioned by Jensen Huang in 2025, is coming—alongside Perception AI, Generative AI, and Agentic AI. Experience Physical AI firsthand, quickly and easily. Explore Physical AI using Hugging Face's LeRobot library and actual physical robots.

Beginner

Python, AI

Physical AI: Learning by Following Along for Everyone

roboseasy

$84.70

Beginner / Python, AI

5.0

(1)

Understanding Core LLM Theories through Structure: The Working Principles of ChatGPT, RAG, and Agents All at Once

HappyAI

$18.70

Beginner / ChatGPT, prompt engineering, LLM, RAG, AI Agent

4.4

(18)

You use ChatGPT, but haven't you found it difficult to explain why it gives certain answers? "I know terms like RAG, Agents, and Fine-tuning... but it's hard to explain them accurately." "I get tongue-tied whenever I hear LLM-related terminology." "Conceptual explanations are always vague during AI meetings." This course was created specifically for people like you. This is a theoretical course designed to help you understand LLMs not just as a 'tool,' but as a 'structure.' It doesn't teach you how to use ChatGPT or Gemini; instead, it establishes the foundation so you can explain exactly why they work the way they do.

Beginner

ChatGPT, prompt engineering, LLM

Understanding Core LLM Theories through Structure: The Working Principles of ChatGPT, RAG, and Agents All at Once

HappyAI

$18.70

Beginner / ChatGPT, prompt engineering, LLM, RAG, AI Agent

4.4

(18)

Complete Mastery of MS AI Core Technologies for AI Beginners

daniellee

$108.90

Beginner / Machine Learning(ML), Azure, NLP, AI

5.0

(6)

This special lecture concurrently prepares for Microsoft AI-900 certification, featuring the latest content reflecting May 2025 exam scope, combining theory and practice, including AI overview, machine learning basics, computer vision, natural language processing, document intelligence, knowledge mining, and generative AI.

Beginner

Machine Learning(ML), Azure, NLP

Complete Mastery of MS AI Core Technologies for AI Beginners

daniellee

$108.90

Beginner / Machine Learning(ML), Azure, NLP, AI

5.0

(6)

Large Language Models, Just the Essentials!

haesunpark

$34.10

Beginner / Artificial Neural Network, PyTorch, LLM, Fine-Tuning, RNN

4.7

(10)

This is a lecture covering LLM theory and practical examples based on <Large Language Models, Just the Essentials!> (Insight, 2025).

Beginner

Artificial Neural Network, PyTorch, LLM

Large Language Models, Just the Essentials!

haesunpark

$34.10

Beginner / Artificial Neural Network, PyTorch, LLM, Fine-Tuning, RNN

4.7

(10)

Properly Learning Artificial Intelligence (AI) Projects Part.3

usefulit

$78.10

Beginner / AI

This course is designed to simultaneously develop both fundamental theory and practical application skills needed to proficiently execute AI modeling projects in real-world settings. Learners will understand the overall flow of AI projects and experience step-by-step processes through hands-on practice: problem definition → model design → data acquisition and preprocessing → feature extraction → model training and validation. Additionally, by learning how to select and manage optimal AI models in various situations, learners can build practical AI capabilities that can be applied to actual business environments. Through this course, learners can systematically understand the entire AI modeling project process and strengthen their data-driven problem-solving abilities based on this foundation.

Beginner

Properly Learning Artificial Intelligence (AI) Projects Part.3

usefulit

$78.10

Beginner / AI

(First Steps in Deep Learning Modeling) Master the Core Theory of Deep Learning from Gradient Descent to Backpropagation with Formulas and Code!

fasoft

$59.40

Beginner / Python, Tensorflow, AI, Numpy, Deep Learning(DL)

5.0

(1)

Based on over 100 deep learning training sessions, this course systematically organizes the core foundational theories that students found most challenging. The course connects mathematical intuition, model learning principles, and code implementation step by step in a way that even non-majors can understand, deeply covering the fundamental structure and operating principles of how AI models learn, rather than just library usage. This is a practical introductory course designed to help you grow into a skilled engineer who understands AI principles by implementing core deep learning foundational technologies such as gradient descent, loss functions, optimization, perceptrons, multilayer neural networks, and backpropagation through both formulas and code.

Beginner

Python, Tensorflow, AI

(First Steps in Deep Learning Modeling) Master the Core Theory of Deep Learning from Gradient Descent to Backpropagation with Formulas and Code!

fasoft

$59.40

Beginner / Python, Tensorflow, AI, Numpy, Deep Learning(DL)

5.0

(1)

Getting Started with Custom LLM Creation – An Introduction to LoRA & QLoRA Fine-tuning

HappyAI

$17.60

Beginner / Deep Learning(DL), NLP, AI, LLM, Fine-Tuning

4.7

(43)

300+

"Your first step to creating a customized LLM with LoRA-based lightweight fine-tuning!" This is an introductory hands-on course designed so that even those new to LLMs can easily follow along. We minimize complex theory and guide you step-by-step through the entire process: loading the model → applying data → training → comparing results. In a short time, you'll directly experience the workflow of cutting-edge lightweight fine-tuning techniques like LoRA and QLoRA, and gain an intuitive understanding of "how LLM fine-tuning works." Even without extensive resources, experience the satisfaction of creating an LLM specialized for your domain!

Beginner

Deep Learning(DL), NLP, AI

Getting Started with Custom LLM Creation – An Introduction to LoRA & QLoRA Fine-tuning

HappyAI

$17.60

Beginner / Deep Learning(DL), NLP, AI, LLM, Fine-Tuning

4.7

(43)

300+

90-Minute Complete Course: From LLM Agent Basics to Practice – Learn AI Agents Through Hands-on Experience

HappyAI

$17.60

Basic / multi-agent, LLM, LangChain, AI Agent, LangGraph

4.7

(6)

The era of AI simply providing answers is over. Now is the age of LLM Agents that make decisions and take actions on their own. This course is an introductory lecture where you learn the core principles and structure of agents by implementing them yourself in just 90 minutes of hands-on practice. With minimal complex theory and a code-focused practical flow, you can directly experience "how AI makes decisions and uses tools." Beyond prompt engineering, let's take the first step into AI automation together.

Basic

multi-agent, LLM, LangChain

90-Minute Complete Course: From LLM Agent Basics to Practice – Learn AI Agents Through Hands-on Experience

HappyAI

$17.60

Basic / multi-agent, LLM, LangChain, AI Agent, LangGraph

4.7

(6)

#1 OpenClaw: Creating Your Own AI Assistant

dakgangjung123

$7.70

Beginner / LLM, AI, AI Agent, Linux, vmware, openclaw

4.1

(15)

What if AI could directly open a browser and write shell scripts to resolve server issues? Through practical automation know-how implemented with OpenClaw across Windows and Linux, we guide you on the shortest path to completing your own powerful remote development environment without complex configurations.

Beginner

LLM, AI, AI Agent

#1 OpenClaw: Creating Your Own AI Assistant

dakgangjung123

$7.70

Beginner / LLM, AI, AI Agent, Linux, vmware, openclaw

4.1

(15)

Creating Custom LLMs: From Basic RAG Concepts to Multimodal·Agent Practice for Beginners

HappyAI

$17.60

Beginner / Python, vector-database, LLM, LangChain, RAG

4.9

(26)

200+

RAG (Retrieval-Augmented Generation) from theory to the latest multimodal and agent-based RAG! This is a hands-on lecture designed to be understandable even for non-majors. From paper reviews to practical code implementation, it's designed so that even those encountering RAG for the first time can easily follow along.

Beginner

Python, vector-database, LLM

Creating Custom LLMs: From Basic RAG Concepts to Multimodal·Agent Practice for Beginners

HappyAI

$17.60

Beginner / Python, vector-database, LLM, LangChain, RAG

4.9

(26)

200+

[Electron #2] React + Electron Offline Face Recognition Access and Attendance Management System (With DeepFace)

dakgangjung123

$37.40

Intermediate / React, FastAPI, AI, Docker, SQLite

Based on the experience of wondering how facial recognition works in offline environments on-site, this course will guide you through building the basic structure of a facial recognition-based access and attendance management system using React + Electron and Python's FastAPI-based DeepFace. Rather than focusing on perfection, we focus on understanding the operating principles and laying the foundation for you to expand into your own personal projects.

Intermediate

React, FastAPI, AI

[Electron #2] React + Electron Offline Face Recognition Access and Attendance Management System (With DeepFace)

dakgangjung123

$37.40

Intermediate / React, FastAPI, AI, Docker, SQLite

Practical JAVA AI (feat. OpenAI, ChatGPT)

momo7777322031

$7.70

Basic / openAI API, AI, AI Agent, AX(Agent Experience), Marketing Automation

4.8

(4)

The Master Guide to AI for Java Developers! This course shatters the prejudice that AI is the exclusive domain of Python and empowers your Java applications with AI-driven eyes, ears, voice, and even coding capabilities. Grow into an AI Architect based on the OpenAI API. You will directly develop various AI experts such as an AI writer, translator, artist, and coding companion. You will also build a multi-functional AI assistant that integrates core features including text summarization, sentiment analysis, image description, Java code generation, speech-to-text/text-to-speech conversion, and image/subtitle generation. This is a golden opportunity to maximize the competitiveness of existing Java systems by learning how to assign AI roles through system messages and even implement harmful content moderation.

Basic

openAI API, AI, AI Agent

Practical JAVA AI (feat. OpenAI, ChatGPT)

momo7777322031

$7.70

Basic / openAI API, AI, AI Agent, AX(Agent Experience), Marketing Automation

4.8

(4)

LLM Application Service Case Analysis (For Product Managers)

arigaram

$254.10

Beginner / NLP, Service Planning, Content Planning, LLM

5.0

(1)

We will explore the types of applications and web services that can be built using LLMs.

Beginner

NLP, Service Planning, Content Planning

LLM Application Service Case Analysis (For Product Managers)

arigaram

$254.10

Beginner / NLP, Service Planning, Content Planning, LLM

5.0

(1)

Modern AI Service Creation: From Planning to Instant Deployment with Google Stitch, Figma, and Cursor

Masocampus

$53.90

Early Bird

28%

$38.50

Beginner / AI, Figma, cursor, Model Context Protocol, claude, Notion

5.0

(8)

No coding knowledge required, build your very first service with Google Stitch An all-in-one AI development workflow that connects everything from planning to deployment in a single stream

Beginner

AI, Figma, cursor

Modern AI Service Creation: From Planning to Instant Deployment with Google Stitch, Figma, and Cursor

Masocampus

$53.90

Early Bird

28%

$38.50

Beginner / AI, Figma, cursor, Model Context Protocol, claude, Notion

5.0

(8)

FEEL THE AGI: LLM and AI Agents

Feel The AGI

$26.40

Beginner / AI, LLM, AI Agent

4.8

(11)

Mission

LLM and Agent, the fundamental technologies behind AI like ChatGPT. LLM is currently the technology that has come closest to AGI. In this lecture, we will explore LLM and Agent technologies from a layperson's perspective.

Beginner

AI, LLM, AI Agent

FEEL THE AGI: LLM and AI Agents

Feel The AGI

$26.40

Beginner / AI, LLM, AI Agent

4.8

(11)

Mission

ISTQB AI Testing - Learn Best Practices and Prepare for the Exam

edu

$75.90

Beginner / ISTQB, Software Test, AI

4.0

(1)

You will understand the present and future of AI technology, experience the testing process of AI models such as machine learning, and learn the role of a tester. You will gain a broad range of knowledge, from establishing AI-based system testing strategies to designing and executing test cases, as well as utilizing AI for test support. This course is based on the ISTQB AI Testing syllabus and provides an opportunity to perfectly prepare for the ISTQB AI Testing certification exam.

Beginner

ISTQB, Software Test, AI

ISTQB AI Testing - Learn Best Practices and Prepare for the Exam

edu

$75.90

Beginner / ISTQB, Software Test, AI

4.0

(1)

[The Ultimate Manufacturing DX] AI Practical Application Strategy Master Class for 7 Major Industries

88888

$152.90

Early Bird

49%

$77.00

Basic / AI, Machine Learning(ML), Business Productivity

"Throw away the cliché AI theories and chatbot examples scattered all over YouTube. This is Korea's one and only '7 Major Industry Integrated Manufacturing AI Bible' that understands the language of manufacturing and pierces through the essence of the process." Hello, I am Byte Detective, your knowledge sharer. Currently, countless companies and practitioners are calling for 'Manufacturing DX (Digital Transformation)' and 'AI Adoption.' However, the majority of courses on the market are limited to vague theories from IT developers or consultants who have no understanding of the harsh practical realities of the manufacturing field. This course is not a lecture for the sake of theory. By organically combining the actual domain knowledge of Korea's top 7 representative manufacturing industries with the latest AI frameworks, it provides a 'Practical Manufacturing DX Scenario Architecture' that can be applied to the field starting tomorrow.

Basic

AI, Machine Learning(ML), Business Productivity

[The Ultimate Manufacturing DX] AI Practical Application Strategy Master Class for 7 Major Industries

88888

$152.90

Early Bird

49%

$77.00

Basic / AI, Machine Learning(ML), Business Productivity

[Lv.5] SwiftUI with AI - Building AI Apps with Apple Intelligence

jacobko

$187.00

Early Bird

34%

$122.10

Intermediate / iOS, Swift, SwiftUI, AI

For those of you who have completed intermediate SwiftUI, it is now time to integrate AI into your apps. Complete an on-device AI app that runs locally without an internet connection using Apple Intelligence and the FoundationModels framework.

Intermediate

iOS, Swift, SwiftUI

[Lv.5] SwiftUI with AI - Building AI Apps with Apple Intelligence

jacobko

$187.00

Early Bird

34%

$122.10

Intermediate / iOS, Swift, SwiftUI, AI