# artificial\_intelligent - [소개](/booil-jung/docs/artificial_intelligent/01_preface_ko.md) - [chatgpt\_api](/booil-jung/docs/artificial_intelligent/chatgpt_api.md) - [09 preliminary](/booil-jung/docs/artificial_intelligent/chatgpt_api/09_preliminary.md) - [목차](/booil-jung/docs/artificial_intelligent/chatgpt_api/_10-toc.md) - [제1장: 서론](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_01.md) - [책의 목표와 대상 독자](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_01/0101.md) - [OpenAI와 ChatGPT 소개](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_01/0102.md) - [ChatGPT API의 주요 기능과 용도](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_01/0103.md) - [책에서 다루지 않는 내용](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_01/0104.md) - [제2장: 개발 환경 설정](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_02.md) - [Python 개발 환경 구성](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_02/0201.md) - [패키지 및 의존성 관리](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_02/0202.md) - [IDE 및 편집기 설정](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_02/0203.md) - [OpenAI API 키 발급 및 관리](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_02/0204.md) - [제3장: ChatGPT API 기본 사용법](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_03.md) - [OpenAI API 설치 및 기본 설정](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_03/0301.md) - [API 호출의 기본 구조](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_03/0302.md) - [간단한 텍스트 생성 예제](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_03/0303.md) - [요청 파라미터의 이해](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_03/0304.md) - [응답 데이터 처리 및 파싱](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_03/0305.md) - [제4장: 고급 요청 구성](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_04.md) - [프롬프트 엔지니어링 기초](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_04/0401.md) - [대화형 요청 및 상태 관리](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_04/0402.md) - [다양한 파라미터 조합을 통한 결과 최적화](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_04/0403.md) - [복잡한 프롬프트 작성 전략](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_04/0404.md) - [다중 모델 사용 전략](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_04/0405.md) - [제5장: 오류 처리 및 예외 관리](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_05.md) - [API 오류 코드 및 예외 처리 방법](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_05/0501.md) - [네트워크 오류 및 재시도 로직 구현](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_05/0502.md) - [대규모 요청 시 Rate Limit 관리](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_05/0503.md) - [디버깅 및 로그 관리](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_05/0504.md) - [제6장: 실제 응용 사례](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_06.md) - [자연어 처리 애플리케이션 개발](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_06/0601.md) - [자동화된 고객 지원 시스템 구현](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_06/0602.md) - [생성된 텍스트 기반 데이터 분석](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_06/0603.md) - [대화형 봇 제작](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_06/0604.md) - [제7장: 최적화 및 성능 튜닝](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_07.md) - [API 응답 시간 최적화](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_07/0701.md) - [비용 효율적인 API 사용 전략](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_07/0702.md) - [캐싱을 활용한 성능 개선](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_07/0703.md) - [프롬프트 최적화를 통한 성능 향상](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_07/0704.md) - [제8장: 보안 및 데이터 프라이버시](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_08.md) - [API 키 관리 및 보안](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_08/0801.md) - [민감한 데이터 처리 시 주의 사항](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_08/0802.md) - [데이터 암호화 및 보호 방법](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_08/0803.md) - [OpenAI의 데이터 사용 정책 이해](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_08/0804.md) - [제9장: 배포 및 운영](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_09.md) - [API를 활용한 웹 애플리케이션 배포](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_09/0901.md) - [서버리스 환경에서의 API 사용](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_09/0902.md) - [지속적 통합(CI) 및 지속적 배포(CD) 설정](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_09/0903.md) - [모니터링 및 운영 자동화](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_09/0904.md) - [제10장: 테스트 및 유지보수](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_10.md) - [유닛 테스트 및 통합 테스트](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_10/1001.md) - [테스트 자동화 및 CI 파이프라인 구축](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_10/1002.md) - [API 버전 관리 및 변경 대응](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_10/1003.md) - [장기 유지보수를 위한 코드 관리 전략](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_10/1004.md) - [제11장: 결론](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_11.md) - [주요 개념 요약](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_11/1101.md) - [다음 단계 및 추가 학습 자료](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_11/1102.md) - [커뮤니티 및 지원 리소스 소개](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_11/1103.md) - [부록](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_12.md) - [OpenAI API 공식 문서 해설](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_12/1201.md) - [주요 코드 스니펫 모음](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_12/1202.md) - [일반적인 문제와 해결 방법 FAQ](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_12/1203.md) - [추가 유용한 라이브러리 및 도구 소개](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_12/1204.md) - [용어 사전 (Glossary)](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_12/1205.md) - [참고 문헌 및 추천 자료](/booil-jung/docs/artificial_intelligent/chatgpt_api/chapter_12/1206.md) - [introductions\_to\_pytorch](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch.md) - [소개](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/01_preface_ko.md) - [chapter\_01](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_01.md) - [PyTorch란 무엇인가?](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_01/0101.md) - [PyTorch의 특징과 장점](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_01/0102.md) - [PyTorch 설치 및 환경 설정](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_01/0103.md) - [PyTorch의 기본 개념: Tensor, Autograd, Module](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_01/0104.md) - [PyTorch vs. TensorFlow: 비교와 선택 가이드](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_01/0105.md) - [chapter\_02](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_02.md) - [Tensor의 생성과 초기화](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_02/0201.md) - [Tensor의 데이터 타입과 변환](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_02/0202.md) - [Tensor 연산: 기본 사칙연산](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_02/0203.md) - [Tensor 인덱싱과 슬라이싱](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_02/0204.md) - [텐서 조작하기: Reshape, Squeeze, Unsqueeze](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_02/0205.md) - [NumPy와의 상호작용](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_02/0206.md) - [텐서의 연산 그래프와 메모리 관리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_02/0207.md) - [chapter\_03](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_03.md) - [Autograd의 개념과 작동 원리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_03/0301.md) - [자동 미분을 사용한 기울기 계산](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_03/0302.md) - [연산 그래프와 미분의 이해](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_03/0303.md) - [requires\_grad 속성과 중간 연산 추적](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_03/0304.md) - [기울기 추적 중지하기: torch.no\_grad()](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_03/0305.md) - [Autograd를 활용한 간단한 예제](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_03/0306.md) - [chapter\_04](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_04.md) - [신경망 모듈의 기본 구조 (torch.nn.Module)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_04/0401.md) - [torch.nn 모듈을 사용한 네트워크 정의](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_04/0402.md) - [레이어: Linear, Conv2d, LSTM 등 주요 레이어 설명](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_04/0403.md) - [활성화 함수 (ReLU, Sigmoid, Softmax 등)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_04/0404.md) - [손실 함수의 이해 (MSELoss, CrossEntropyLoss 등)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_04/0405.md) - [최적화 기법 (SGD, Adam, RMSprop 등)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_04/0406.md) - [chapter\_05](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_05.md) - [데이터셋 준비하기: torch.utils.data.Dataset과 DataLoader](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_05/0501.md) - [모델의 학습 단계: 순전파, 손실 계산, 역전파](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_05/0502.md) - [파라미터 업데이트: Optimizer의 이해](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_05/0503.md) - [학습률 조정과 스케줄러](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_05/0504.md) - [모델 저장과 불러오기](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_05/0505.md) - [실습: 손글씨 숫자 인식 (MNIST) 모델 구현](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_05/0506.md) - [chapter\_06](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_06.md) - [모델 평가의 기본 원리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_06/0601.md) - [평가 모드와 추론 모드의 차이 (model.eval())](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_06/0602.md) - [혼동 행렬과 정밀도, 재현율 계산](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_06/0603.md) - [데이터 시각화를 통한 평가](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_06/0604.md) - [실습: 이미지 분류 모델 평가하기](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_06/0605.md) - [chapter\_07](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_07.md) - [torch.utils.data.Dataset을 사용한 커스텀 데이터셋 생성](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_07/0701.md) - [데이터 로더 (DataLoader)의 작동 원리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_07/0702.md) - [데이터 증강 (Augmentation) 기법](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_07/0703.md) - [torchvision.transforms를 활용한 이미지 데이터 전처리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_07/0704.md) - [실습: 커스텀 이미지 데이터셋 구축 및 전처리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_07/0705.md) - [chapter\_08](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_08.md) - [커스텀 레이어 정의하기](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_08/0801.md) - [복잡한 네트워크 구조 구성 (Sequential vs. 클래스를 활용한 구성)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_08/0802.md) - [PyTorch 모델 내부 구조 탐색 (named\_parameters, children, modules)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_08/0803.md) - [모델 내에서의 매개변수 공유](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_08/0804.md) - [모델의 다양한 입력 처리하기 (다중 입력, 다중 출력)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_08/0805.md) - [chapter\_09](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_09.md) - [GPU와 CUDA의 기본 개념](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_09/0901.md) - [PyTorch에서 GPU 사용하기 (.to(device))](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_09/0902.md) - [다중 GPU를 활용한 모델 병렬 처리 (DataParallel)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_09/0903.md) - [모델 및 데이터의 CPU와 GPU 간 이동](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_09/0904.md) - [실습: GPU 가속을 활용한 모델 학습 속도 비교](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_09/0905.md) - [chapter\_10](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_10.md) - [학습 과정 시각화를 위한 matplotlib](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_10/1001.md) - [PyTorch 모델의 손실과 정확도 그래프 그리기](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_10/1002.md) - [TensorBoard를 활용한 모델 학습 모니터링](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_10/1003.md) - [모델 구조와 연산 그래프 시각화](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_10/1004.md) - [실습: 모델 학습 시각화 프로젝트](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_10/1005.md) - [chapter\_11](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_11.md) - [전이 학습의 개념과 필요성](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_11/1101.md) - [사전 학습된 모델 불러오기 (torchvision.models)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_11/1102.md) - [고정된 특징 추출기(Fixed Feature Extractor) 사용법](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_11/1103.md) - [일부 레이어 재학습하기 (Fine-Tuning)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_11/1104.md) - [실습: 사전 학습된 ResNet을 이용한 이미지 분류](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_11/1105.md) - [chapter\_12](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_12.md) - [시계열 데이터의 특성과 처리 방법](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_12/1201.md) - [순환 신경망의 기본 개념 (RNN, LSTM, GRU)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_12/1202.md) - [PyTorch로 RNN 모델 구현하기](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_12/1203.md) - [긴 시퀀스 처리 문제 해결 (Gradient Clipping)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_12/1204.md) - [실습: 시계열 데이터 예측 모델 구현](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_12/1205.md) - [chapter\_13](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_13.md) - [자연어 처리의 기본 개념과 필요성](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_13/1301.md) - [텍스트 데이터 전처리 (Tokenization, Padding)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_13/1302.md) - [임베딩 레이어 (torch.nn.Embedding)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_13/1303.md) - [NLP 모델 구현을 위한 순환 신경망의 활용](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_13/1304.md) - [실습: 간단한 텍스트 분류 모델 구현](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_13/1305.md) - [chapter\_14](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_14.md) - [컴퓨터 비전의 기본 개념과 활용 분야](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_14/1401.md) - [합성곱 신경망(CNN)의 기본 구조와 원리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_14/1402.md) - [CNN 레이어의 구성 (Conv2d, MaxPool2d, BatchNorm2d)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_14/1403.md) - [이미지 분류, 객체 검출, 세그멘테이션 소개](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_14/1404.md) - [실습: 간단한 CNN 모델로 이미지 분류 구현](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_14/1405.md) - [chapter\_15](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_15.md) - [오버피팅과 언더피팅 이해하기](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_15/1501.md) - [정규화 기법: Dropout, Batch Normalization](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_15/1502.md) - [학습률과 하이퍼파라미터 튜닝](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_15/1503.md) - [학습 초기화 방법: Xavier, He 초기화](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_15/1504.md) - [디버깅 기법: 가중치 시각화와 중간 출력을 통한 분석](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_15/1505.md) - [실습: 모델 성능 개선 프로젝트](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_15/1506.md) - [chapter\_16](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_16.md) - [배치 학습과 실시간 학습의 차이](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_16/1601.md) - [배치 학습 구현하기: Mini-batch와 Batch Gradient Descent](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_16/1602.md) - [PyTorch에서의 실시간 데이터 처리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_16/1603.md) - [데이터 스트리밍과 모델 예측 최적화](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_16/1604.md) - [실습: 실시간 데이터 스트리밍 예제](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_16/1605.md) - [chapter\_17](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_17.md) - [torchvision을 통한 이미지 데이터 처리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_17/1701.md) - [torchaudio를 사용한 오디오 데이터 처리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_17/1702.md) - [torchtext를 활용한 텍스트 데이터 처리](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_17/1703.md) - [PyTorch Hub: 사전 학습 모델 다운로드와 활용](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_17/1704.md) - [실습: PyTorch EcoSystem을 활용한 프로젝트](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_17/1705.md) - [chapter\_18](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_18.md) - [모델 추론 속도 최적화](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_18/1801.md) - [모델 경량화와 퀀타이제이션 (torch.quantization)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_18/1802.md) - [TorchScript를 이용한 모델 직렬화 및 최적화 (torch.jit)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_18/1803.md) - [ONNX로의 모델 변환과 외부 플랫폼 배포](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_18/1804.md) - [실습: PyTorch 모델을 실제 서비스에 배포하기](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_18/1805.md) - [chapter\_19](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_19.md) - [다양한 평가 지표 이해하기 (Accuracy, F1-Score, ROC-AUC)](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_19/1901.md) - [모델의 혼동 행렬 분석과 해석](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_19/1902.md) - [시각화 도구로 모델 예측 결과 분석](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_19/1903.md) - [성능 병목 현상 파악과 최적화 기법](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_19/1904.md) - [실습: 모델의 성능 분석 프로젝트](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_19/1905.md) - [chapter\_20](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_20.md) - [딥러닝 프로젝트의 단계별 진행 방법](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_20/2001.md) - [컴퓨터 비전 프로젝트: 이미지 분류기 개발](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_20/2002.md) - [자연어 처리 프로젝트: 텍스트 감정 분석기 개발](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_20/2003.md) - [시계열 분석 프로젝트: 주식 가격 예측 모델](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_20/2004.md) - [배포까지의 전체 워크플로우 실습](/booil-jung/docs/artificial_intelligent/introductions_to_pytorch/chapter_20/2005.md) - [models](/booil-jung/docs/artificial_intelligent/models.md) - [detectron2](/booil-jung/docs/artificial_intelligent/models/detectron2.md) - [DINO (DEtection with Transformers)](/booil-jung/docs/artificial_intelligent/models/dino.md) - [EfficientDet](/booil-jung/docs/artificial_intelligent/models/efficient_det.md) - [pothall](/booil-jung/docs/artificial_intelligent/models/pothall.md) - [Swin Transformer](/booil-jung/docs/artificial_intelligent/models/swin_transformer.md) - [YOLOv8](/booil-jung/docs/artificial_intelligent/models/yolo_v8.md) - [transformer\_with\_pytorch](/booil-jung/docs/artificial_intelligent/transformer_with_pytorch.md) - [소개](/booil-jung/docs/artificial_intelligent/transformer_with_pytorch/01_preface_ko.md)