Comments (1)
opijae
commented on August 12, 2024
컴퓨팅 파워가 작은 기기(ex 휴대용 기기, 임베디드 기기)들은 메모리가 부족하다.
GPU를 사용해 학습할 때 batch size를 정해 한번에 얼마 만큼 학습 할지 정합니다.
이 때 자신의 GPU 메모리가 얼마인지 고려해 개발을 하게 됩니다.
tf나 keras에서 데이터를 불려올때 메모리에 한꺼번에 올려놓지 않고 yield를 사용해 필요한 것만 그때그때 사용합니다.
http://www.kwangsiklee.com/2018/11/keras%EC%97%90%EC%84%9C-sequence%EB%A5%BC-%EC%9D%B4%EC%9A%A9%ED%95%98%EC%97%AC-%EB%8C%80%EC%9A%A9%EB%9F%89-%EB%8D%B0%EC%9D%B4%ED%84%B0%EC%85%8B-%EC%B2%98%EB%A6%AC%ED%95%98%EA%B8%B0/
https://ourcstory.tistory.com/523
from peer-session.
Related Issues (20)
- [DAY 24] 정점 표현 & 추천시스템 (심화) HOT 1
- [히스] CNN 과 GNN HOT 1
- [DAY 25] GNN 기초 & GNN 심화 HOT 1
- [DAY 27] 서비스 향 AI 모델 개발하기 & AI 시대의 커리어 빌딩
- [DAY 28] 캐글 그랜드마스터의 경진대회 노하우 대방출 & Full Stack ML Engineer
- [DAY 29] 자연어 처리를 위한 언어 모델의 학습과 평가 & 내가 만든 AI 모델은 합법일까?
- [DAY 30] AI + ML 과 Quant Trading & AI Ethics
- [DAY 31] CV - 이미지 분류 1 & 적은 수의 데이터를 효율적으로 학습하는 방법
- [DAY 32] CV - 이미지 분류 2 & Semantic segmentation
- [DAY 33] Object detection & CNN Visualization
- [샐리] (CV, CH06) Faster RCNN - class layer의 파라미터 수가 2k인 이유
- [DAY 34] Instance/Panoptic segmentation and landmark localization & Conditional Generative Model
- [DAY 35] Multimodal captioning and speaking & 3D understanding HOT 1
- [원딜] pth → onnx → pth 순으로 모델을 저장할 때 마지막 pth 파일의 크기가 커지는 이유?
- [DAY 36] Lightweight models & The flip-side of the coin: on-device AI & Optimization
- [원딜] Gaussian Process HOT 2
- [DAY 37] Timespace of ML model & Compression
- [DAY 38] Acceleration & Pruning for network compression
- [DAY 39] Quantization for model compression & Knowledge distillation for network compression HOT 3
- [DAY 40] Low-rank approximation for model compression & Retrospect
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from peer-session.