khkwon

Giải thích các nguyên lý cơ bản của mô hình ngôn ngữ lớn như ChatGPT theo hướng lý thuyết.

arigaram

Hiểu các nguyên lý cơ bản của Mô hình Ngôn ngữ Lớn (LLM)

llm성능평가및튜닝

chatGPT

chatgpt

생성형AI

생성형ai

This explains the foundational principles of large language models like ChatGPT with a focus on theory.

입문

초급

중급이상

자연어처리(Natural Language Processing)

챗지피티

ChatGPT

대규모 언어 모델

Understanding the Fundamental Principles of Large Language Models (LLMs)

[Basic] Understanding Generative AI

[Advanced] 'Understanding Generative AI' Advanced

[Practice] 'Understanding Generative AI' Practice

[Basic] In-depth Understanding of Language Model Principles

[Practice] 'Deep Understanding of Language Model Principles' Practice

[Basic] Autoregressive Models vs. Autoattention Models

[Advanced] 'Autoregressive Models vs. Self-Attention Models' Advanced

[Practice] 'Autoregressive Model vs. Self-Attention Model' Practice

[Advanced] Transformer Architecture

[Practice] 'Transformer Architecture' Practice --> Input and Representation

[Practice] 'Transformer Architecture' Practice --> Understanding and Implementing Attention --> Theory of Scaled Dot Product Attention

[Practice] 'Transformer Architecture' Practice --> Understanding and Implementing Attention --> Implementation of Scaled Dot Product Attention

[Practice] 'Transformer Architecture' Practice --> Understanding and Implementing Attention --> Implementation of Multi-Head Attention

(Posting in progress) [Hands-on] 'Transformer Architecture' Practice --> Transformer Block Components

(Scheduled) [Hands-on] 'Transformer Architecture' Practice --> Complete Transformer Architecture

(Scheduled) [Hands-on] 'Transformer Architecture' Practice --> Pre-trained Models and Applications

[Advanced] Comparison of Open-Source LLM and Closed-Source LLM

[Practice] 'Comparison of Open-Source LLM and Closed-Source LLM' Practice

[Basic] Understanding Fundamental Concepts Related to LLM Training

[Advanced] Understanding Basic Concepts Related to LLM Training - Advanced

[Basic] A Taste of Implementing Tokenization for LLMs

[Advanced] Complete Guide to Tokenization for LLMs --> Beginner Edition

[Advanced] Complete Guide to Tokenization for LLMs --> Intermediate Level

[Advanced] Complete Guide to Tokenization for LLMs --> Advanced Edition

[Basic] Understanding the Complete LLM Creation Process - (1) Building a Foundation Model

(Posting in Progress) [Basic] Understanding the Complete LLM Creation Process - (2) Follow-up Tasks

(Scheduled) [Basic] Understanding the Complete LLM Development Process - (3) Advanced Operations and Maintenance (LLM-Ops)

[Advanced] 'Understanding the Complete LLM Development Process' Advanced - (1) Project Planning

(Upcoming) [Advanced] 'Understanding the Complete LLM Creation Process' Advanced - (2) Data Collection

(Scheduled) [Advanced] 'Understanding the Complete LLM Creation Process' Advanced - (3) Data Cleaning

(Scheduled) [Advanced] 'Understanding the Complete LLM Creation Process' Advanced - (4) Dataset Management

(Upcoming) [Advanced] 'Understanding the Complete LLM Development Process' Advanced - (5) Tokenization

(Scheduled) [Advanced] 'Understanding the Complete LLM Development Process' Advanced - (6) Pre-Training

(Scheduled) [Advanced] 'Understanding the Complete LLM Development Process' Advanced - (7) Fine-Tuning

(Scheduled) [Advanced] 'Understanding the Complete LLM Development Process' Advanced - (8) Reinforcement Learning for Alignment

(Scheduled) [Advanced] 'Understanding the Complete LLM Development Process' Advanced - (9) Performance Evaluation

(Scheduled) [Advanced] 'Understanding the Complete LLM Development Process' Advanced - (10) Safety Verification

(Scheduled) [Advanced] 'Understanding the Complete LLM Development Process' Advanced - (11) Deployment

(Scheduled) [Advanced] 'Understanding the Complete LLM Development Process' Advanced - (12) Operations

(Scheduled) [Hands-on] 'Understanding the Complete Process of LLM Development' Practice - (1) Comprehensive Summary of Practice Process

(Scheduled) [Hands-on] 'Understanding the Complete LLM Creation Process' Practice - (2) Environment Setup

(Scheduled) [Hands-on] 'Understanding the Complete LLM Development Process' Practice - (3) Data Preparation

(Scheduled) [Hands-on] 'Understanding the Complete LLM Creation Process' Practice - (4) Tokenizer

(Scheduled) [Hands-on] 'Understanding the Complete LLM Development Process' Practice - (5) Model Implementation

(Scheduled) [Hands-on] 'Understanding the Complete LLM Development Process' Practice - (6) Training

(Scheduled) [Hands-on] 'Understanding the Complete LLM Development Process' Practice - (7) Fine-tuning

(Scheduled) [Hands-on] 'Understanding the Complete LLM Development Process' Practice - (8) Inference

(Scheduled) [Hands-on] 'Understanding the Complete LLM Development Process' Practice - (9) Evaluation

(Scheduled) [Hands-on] 'Understanding the Complete LLM Development Process' Practice - (10) Safety

(Scheduled) [Hands-on] 'Understanding the Complete Process of LLM Development' Practice - (11) Deployment

[Basic] Detailed LLM Training Process

(Planned) [Advanced] 'LLM Training Process Details' Advanced

[Practice] 'LLM Training Process Details' Practice

[Basic] LLM Evaluation Methods

(Scheduled) [Advanced] 'LLM Evaluation Methods' Advanced

[Practice] 'LLM Evaluation Methods' Practice

[Basic] LLM Lightweighting

(Scheduled) [Advanced] 'LLM Lightweight/Optimization' Advanced

(Scheduled) [Hands-on] 'LLM Lightweight' Practice

(Upcoming) [Advanced] Ethical Considerations and Responsible AI in LLMs

(Scheduled) [Hands-on] 'Ethical Considerations of LLMs and Responsible AI' Practice

(Upcoming) [Advanced] LLM Applications and Deployment Strategies

(Scheduled) [Hands-on] 'LLM Application and Deployment Strategy' Practice

[Advanced] Current State of Latest LLM Technology

(Scheduled) [Hands-on] 'Latest LLM Technology Trends' Hands-on Practice

(Upcoming) [Advanced] Latest LLM Research Trends and Future Outlook

(Scheduled) [Hands-on] 'Latest LLM Research Trends and Future Outlook' Hands-on Practice

(Scheduled) [Advanced] Practical Applications of Generative AI

(Scheduled) [Hands-on] 'Practical Application of Generative AI' Workshop

(Scheduled) [Advanced] Guide to Small-Scale Practice and Project-Based Learning Methods

(Scheduled) [Hands-on] 'Guide to Small-scale Hands-on Practice and Project-based Learning Methods' Practice