Study

This repository is about studies by myself. Themes is about Electrical Engineering, Computer Science, Bioinformatics, Biotechnology, Artificial Intelligence, Machine Learning, Deep Learning, Computer Vision, Natural Language Processing, Speech Recognition, Data Structure, Algorithm and Reinforcement Learning what I am interested in.

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Framework 🛠️

a. TensorFlow | Tutorial | January, 2017 | 📝

b. Theano | January, 2018 | Deprecated

c. Keras | January, 2018 | 📝

d. Caffe | January, 2019 |

e. PyTorch | Tutorial | July, 2019 | 📝

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Language

a. Python with TensorFlow, Theano, Keras, and PyTorch

b. C++ with Caffe

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I. Lecture 📓

• Coursera
• edX
• Khan Academy
• Udemy

i. Computer Vision

• Stanford University CS231n: Deep Learning for Computer Vision | Youtube (Spring 2017)
• 라온피플 머신러닝 아카데미

ii. Natural Language Processing

• Stanford University CS224N: Natural Language Processing with Deep Learning
• Stanford University CS224d: Deep Learning for Natural Language Processing

iii. Machine Learning

• Caltech CS156: Learning from Data | Youtube (Spring, 2012) | Learning from Data 한글 정리 | PDF
• Caltech CS224W: Machine Learning with Graphs
• Blogs
• 모두를 위한 머신러닝/딥러닝 강의

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II. Book 📚

Books about Machine Learning, Deep Learning and Computer Vision.

i. English

Title	Material	URL	URL	Date
Deep Learning	-	HOMEPAGE	AMAZON	-
Deep Learning for Coders with Fastai and PyTorch	GitHub	O'REILLY	AMAZON	-
Deep Learning for Computer Vision	GitHub	PACKT	AMAZON	-
Deep Learning with Python	-	-	AMAZON	-
Deep Learning with PyTorch	GitHub	PACKT	AMAZON	-
Generative Adversarial Networks Cookbook	GitHub	PACKT	AMAZON	-
Hands-On Computer Vision with TensorFlow 2	GitHub	PACKT	AMAZON	-
Hands-on Machine Learning with Scikit-Learn and TensorFlow	GitHub	-	AMAZON	-
Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow	GitHub	O'REILLY	AMAZON	-
Machine Learning Design Pattern	GitHub	O'REILLY	AMAZON	-
Pattern Recognition and Machine Learning	PDF (MS, 2006)	Microsoft	AMAZON	-

ii. Japanese

Title	Material	URL	URL	Date
PyTorchで学ぶニューラルネットワークと深層学習	GitHub	-	AMAZON.JP	-
ゼロから作る Deep Learning	GitHub	O'REILLY.JP	AMAZON.JP	-
ゼロから作る Deep Learning 2	GitHub	O'REILLY.JP	AMAZON.JP	-
ゼロから作る Deep Learning 3	GitHub	O'RELLY.JP	AMAZON.JP	-

iii. Korean

Title	Category	Code	URL	ETC	Date
Do it! 점프 투 파이썬	Python	-	YES24	-	June, 2019
fastai와 파이토치가 만나 꽃피운 딥러닝	fastai & PyTorch	GitHub	YES24	-	-
PyTorch로 시작하는 딥러닝	DL & PyTorch	-	YES24	-	-
강화학습 첫걸음	RL & TF	GitHub	YES24	ZIP	August, 2018
딥러닝의 최신 트렌드	DL	-	YES24	-	March, 2021
러닝 텐서플로	DL & TF	-	YES24	-	-
머신러닝 디자인 패턴	ML	GitHub	YES24	-	-
밑바닥부터 시작하는 딥러닝	DL & Python	GitHub	YES24	ZIP	May, 2018
밑바닥부터 시작하는 딥러닝 2	NLP & Python	GitHub	YES24	ZIP	May, 2019
밑바닥부터 시작하는 딥러닝 3	Framework & Python	GitHub	YES24	-	-
실전 예제로 배우는 GAN	GAN & Keras	GitHub	YES24	-	August, 2019
실전! 텐서플로 2를 활용한 딥러닝 컴퓨터 비전	DL & CV & TF2	GitHub	YES24	-	February, 2021
컴퓨터 비전과 딥러닝	CV & TF & Keras	GitHub	YES24	-	October, 2018
코딩셰프의 3분 딥러닝, 케라스맛	DL & Keras	GitHub	YES24	ZIP	September, 2018
파이썬과 케라스로 배우는 강화학습	RL & Keras	GitHub	YES24	ZIP	July, 2018
파이토치 첫걸음	DL & PyTorch	GitHub	YES24	-	August, 2019
핸즈온 머신러닝	ML & TF	GitHub	YES24	ZIP	May, 2019

Abbreviation

• Machine Learning: ML
• Deep Learning: DL
• Reinforcement Learning: RL
• Computer Vision: CV
• Natural Language Processing: NLP
• TensorFlow: TF

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III. Kaggle

Title	URL	DATASET	BYNAME
Titanic: Machine Learning from Disaster	Competition	Data	TITANIC
Human Protein Atlas Image Classification	Competition	Data	PROTEIN
Chest X-Ray Images (Pneumonia)	Dataset	PKL	XRAY

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IV. COLAB

• offical tutorial and explanation welcome.ipynb
• useful materials URL

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V. Algorithm

i. Book 📚

Books about Data Structure and Algorithm.

Title	Language	Material	URL	Date	Status
Cracking the Coding Interview	C++, Java	Homepage	AMAZON	Summer, 2018	❄️
Introduction to Algorithms (3rd Ed.)	Java	MIT Press	AMAZON	Summer, 2021	❄️
모두의 알고리즘 with 파이썬	Python	GILBUT	YES24	Autumn, 2019	🎓
알고리즘 문제 해결 전략 (9쇄)	C++	ALGOSPOT	YES24	Summer, 2019	❄️
자료 구조 (2판)	C	BOOKSR	YES24	Autumn, 2016	🎓
코딩인터뷰 완전분석	C++, Java	-	YES24	Summer, 2018	❄️
파이썬 알고리즘 인터뷰	Python	-	YES24	Spring, 2021	🎓
파이썬 자료구조와 알고리즘	Python	HANBIT	YES24	Autumn, 2019	🎓
필수 알고리즘 with 파이썬	Python	-	YES24	Autumn, 2019	🎓

ii. Site 💻

A. Hacker Rank 📝

• Problem Solving: PROBLEM SOLVING
• 30 Days of Code: Tutorial with Python and C++
• Interview Preparation Kit: INTERVIEW PREPARATION

B. Codility 📝

• Lessons
• Challenges

C. Programmers 📝

• Kakao Blind Recruitment | 2020 | 2019 | 2018
• 코딩테스트 연습

D. 백준 알고리즘

E. 삼성 SW expert academy

F. LeetCode

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VI. Language 📚

Books about Programming Languages.

i. C

Title	URL	URL	Date	Status
그림으로 배우는 Easy C언어	-	YES24	Spring, 2009	🎓
누구나 쉽게 즐기는 C 언어 콘서트	-	YES24	Spring, 2012	🎓
The C Programming Language (2nd)	Homepage	AMAZON	Spring, 2021	🎓

ii. Java

Title	URL	URL	Date	Status
난 정말 JAVA를 공부한적이 없다구요	-	YES24	Spring, 2009	🎓
Eclipse를 활용한 안드로이드 프로그래밍	-	YES24	Fall, 2015	🎓

iii. Python

Title	URL	URL	Date	Status
Do it! 점프 투 파이썬	-	YES24	Summer, 2019	🎓
전문가를 위한 파이썬	YES24	GitHub	Summer, 2020	❄️
Introducing Python	O'Reilly	-	-	-
High Performance Python	O'Reilly	-	-	-
Fluent Python	O'Reilly	Github	-	-
Clean Code in Python	Amazon	YES24	-	-
Effective Python	Amazon	-	-	-
Python Tricks	Amazon	-	-	-

iv. C++

Title	URL	URL	Date	Status
윤성우의 열혈 C++ 프로그래밍	Homepage	YES24	Summer, 2019	🎓
The C++ Programming Language (4th)	Homepage	InformIT	Summer, 2021	❄️
A Tour of C++ (2nd)	Homepage	InformIT	-	-
Programming: Principles and Practice Using C++ (2nd)	Homepage	InformIT	-	-
Effective C++ (3rd)	-	-	Summer, 2020	❄️
Effective STL	-	-	Summer, 2020	❄️
Effective Modern C++	-	-	Summer, 2020	❄️

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VII. Computer Science Books 📚

Title	US	KR	Date	Status
Operating System Concepts (10th Ed.)	AMAZON	-	-	-
Operating System Concepts Essential (2nd Ed.)	AMAZON	YES24	2021	🎓
Design Patterns (1st Ed.)	AMAZON	-	-	-
Head First Design Patterns (1st Ed.)	AMAZON	YES24	2020	🎓
The Practice of Programming (1st Ed.)	AMAZON	YES24	2020	🎓
Clean Code: A Handbook of Agile Software Craftsmanship (1st Ed.)	AMAZON	YES24	-	-
The Clean Coder: A Code of Conduct for Professional Programmers (1st Ed.)	AMAZON	YES24	-	-
Clean Architecture: A Craftsman's Guide to Software Structure and Design (1st Ed.)	AMAZON	YES24	-	-
Advanced Programming in the UNIX Environment (3rd Ed.)	AMAZON	YES24	2020	🎓
Unix: A History and a Memoir	AMAZON	YES24	2021	🎓
The Linux Programming Interface: A Linux and Unix System Programming Handbook	AMAZON	YES24	-	-
임베디드 OS 개발 프로젝트	-	YES24	-	-
코드로 알아보는 ARM 리눅스 커널	-	YES24	-	-
리눅스 커널 패치와 커밋	-	YES24	2023	❄️
디버깅을 통해 배우는 리눅스 커널의 구조와 원리 1	-	YES24	-	-
디버깅을 통해 배우는 리눅스 커널의 구조와 원리 2	-	YES24	-	-
리눅스 커널 내부구조	-	YES24	2023	❄️
제로 트러스트 구글 엔지니어는 아무도 믿지 않는다	-	YES24	-	-
비전공자를 위한 이해할 수 있는 IT 지식	-	YES24	2021	🎓
Understanding the Digital World	Princeton	YES24	2022	❄️
면접을 위한 CS 전공지식 노트	-	YES24	2022	🎓
그림으로 이해하는 네트워크 용어	-	YES24	2022	🎓
Fundamentals of Queueing Theory (4th Ed.)	Wiley	-	2018	🎓
Convex Optimization	Cambridge	-	2018	🎓
System Design Interview	AMAZON	YES24	2022	❄️

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VIII. Web

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IX. ETC

i. Cloud Computing ☁️

A. Amazon Web Services (AWS)

How to delete | Blog (KR)

How to alarm for billing | Blog (KR)

B. Lambda GPU Cloud for Deep Learning

ii. Container 🐳 & Orchestration 🐋

• Docker 🐳 | What is a Container?

A container is a standard unit of software that packages up code and all its dependencies so the application runs quickly and reliably from one computing environment to another. A Docker container image is a lightweight, standalone, executable package of software that includes everything needed to run an application: code, runtime, system tools, system libraries and settings.

Korean Tutorial | Blog 1 (KR) | Blog 2 (KR) | Blog 3 (KR)

NVIDIA Docker

• Kubernetes 🐋 | Katacode (Deprecated)

Kubernetes, also known as K8s, is an open-source system for automating deployment, scaling, and management of containerized applications.

More contents are at the 'Container' page.

iii. Version Check 💻

Python, and CUDA:

$ python --versioin
$ nvcc --version

TensorFlow, Keras, PyTorch, and OpenCV in python:

import tensorflow; tensorflow.__version__
import keras; keras.__version__
import torch; torch.__vrtsion__
import cv2; cv2.__version__

CuDNN in ~/CUDA/include/cudnn.h:

#define CUDNN_MAJOR 7
#define CUDNN_MINOR 4
#define CUDNN_PATCHLEVEL 2
#define CUDNN_VERSION (CUDNN_MAJOR * 1000 + CUDNN_MINOR * 100 + CUDNN_PATCHLEVEL)

iv. Virtual Environment 🍱

• Virtual Box | Download VirtualBox 6.0.14 latest (2019-11-15-Fri)
• VMware | Download VMware Workstation Player 15.5.1 lateset (2019-11-15-Fri)

More contents are at the 'Virtualization' page.

v. Utility 🛠️

Utility Scripts with Python.

X. Certificate

i. Deep Learning

A. TensorFlow

ii. Cloud

A. AWS

B. Kubernetes:

• CERTIFIED KUBERNETES ADMINISTRATOR (CKA)
• CERTIFIED KUBERNETES APPLICATION DEVELOPER (CKAD)
• CERTIFIED KUBERNETES SECURITY SPECIALIST (CKS)
• KUBERNETES AND CLOUD NATIVE ASSOCIATE (KCNA)
• KUBERNETES CERTIFIED SERVICE PROVIDER (KCSP)
• PROMETHEUS CERTIFIED ASSOCIATE (PCA)

iii. System

A. Unix - Oracle Solaris:

• OCSA
• OCNA

B. Linux - Linux Professional Institute (LPI):

• LPIC-1
• LPIC-2
• LPIC-3 Mixed Environments
• LPIC-3 Security
• LPIC-3 Virtualization and Containerization
• LPIC-3 High Availability and Storage Clusters

C. Windows:

• MCSA
• MCSE

iv. Network