머신러닝 학습&소스 참고 사이트

머신러닝 강의

머신러닝 책/강의 총정리 (추천)
https://www.philgineer.com/2020/10/awesome-machine-learning.html

모두를 위한 머신러닝/딥러닝 강의 시즌 1 (홍콩 과기대 김성훈 교수)

• https://hunkim.github.io/ml/
• Youtube 재생목록

모두를 위한 머신러닝/딥러닝 강의 시즌 2

• https://deeplearningzerotoall.github.io/season2/

코세라 머신러닝 강의 (Andrew Ng)

• https://www.coursera.org/learn/machine-learning
• 강의 노트

Stanford_CS231n: Convolutional Neural Networks for Visual Recognition

• Course Notes

• Lecture Videos (Youtube)

• Detailed Syllabus

• Project Reports

텐서플로 강의 (chanwoo lee, 이찬우 님)

TensorFlow Tutorial (Hvass Laboratories) 

• github: https://github.com/Hvass-Labs/TensorFlow-Tutorials

[강의] Neural Networks(3b1b) – 4편, 개념

비전공자를 위한 딥러닝 (국문과 공대생)

• [책 & 강의] 직접 보고 추천하는 머신러닝 & 딥러닝 & 관련 수학 총.정.리.
• [특강 정리] 머신러닝에 꼭 필요한 정보이론 쪽집게 요점 정리
• 노트 정리 (만화 선형대수, 단단한 머신러닝)

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Machine Learning

머신러닝 모델 검색 사이트
https://modelzoo.co/

분야별 최신 논문과 코드
https://paperswithcode.com/

얼굴인식 및 영상인식 관련 소스들 (Android, ML kit, OpenCV…)
https://hyeals.tistory.com/74

Android에서 Tesseract 사용하기 for OCR (한글)
https://junyoung-jamong.github.io/computer/vision/2019/02/07/Android-Tesseract-%EC%82%AC%EC%9A%A9%ED%95%98%EA%B8%B0.html

ML Kit Quick Start Sample
https://github.com/firebase/quickstart-android
https://github.com/googlesamples/mlkit/tree/master/android/vision-quickstart
(Demo 앱과 소스)

Keras와 ML Kit을 활용한 손 글씨 숫자 인식하기(feat.Android)
https://github.com/KerasKorea/KEKOxTutorial/blob/master/106_Keras%EC%99%80%20MLKit%EC%9D%84%20%ED%99%9C%EC%9A%A9%ED%95%9C%20%EC%86%94%20%EA%B8%80%EC%94%A8%20%EC%88%AB%EC%9E%90%20%EC%9D%B8%EC%8B%9D%ED%95%98%EA%B8%B0(feat.Android).md

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Tensorflow lite

TensorFlow Lite for Microcontrollers
https://www.tensorflow.org/lite/microcontrollers?hl=ko

TensorFlow Lite 예제
https://tensorflow.google.cn/lite/examples?hl=ko
https://github.com/tensorflow/examples

ESP32-S3
https://www.espressif.com/en/products/socs/esp32-s3
https://www.espressif.com/en/news/ESP32_S3
http://idktech.co.kr/?p=11478&lang=ko

ESP-EYE Dev Board
https://www.espressif.com/en/products/devkits/esp-eye/overview

ESP-IDF v4.0 (ESP-WHO framework 사용하기 위해 필요)
https://docs.espressif.com/projects/esp-idf/en/v4.0/get-started/index.html
examples : https://github.com/espressif/esp-idf/tree/v4.0/examples

ESP-WHO (face detection and recognition platform)
https://github.com/espressif/esp-who
examples : https://github.com/espressif/esp-who/tree/master/examples/single_chip

ESP-32 detect 예제
https://github.com/makepluscode/esp32-tflite-person-detect

pyAI- K210 Development Board
https://www.aliexpress.com/item/1005001459205624.html?spm=a2g0o.productlist.0.0.2dde31fdo1FCop&algo_pvid=4321c092-25da-4b36-9fea-fb721245f8df&algo_expid=4321c092-25da-4b36-9fea-fb721245f8df-10&btsid=0bb0600116181868190721876ea89a&ws_ab_test=searchweb0_0,searchweb201602_,searchweb201603_

pyWiFi- ESP32 Development Demo Embedded Board
https://www.aliexpress.com/item/1005001454296935.html?spm=a2g0o.productlist.0.0.57083f92H08BGA&algo_pvid=a48d7e1b-364c-4a48-9314-bbf4a1394f3e&algo_expid=a48d7e1b-364c-4a48-9314-bbf4a1394f3e-5&btsid=0b0a557216181871698475175e05ad&ws_ab_test=searchweb0_0,searchweb201602_,searchweb201603_

01Studio (ESP32, K210, Micro-Python)
http://www.01studio.org/forum.php?mod=viewthread&tid=98&extra=page%3D1