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Course - Learning Path

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By Grace L
13 min read

Course - Learning Path

Little learning note.

From class, online courses, blog, and many other sources.

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sleepy....
    __∧_∧__
　／(*´o｀)／＼
／|￣∪∪￣|＼／
　|＿＿ ＿|／


1. work example by hand
2. write down what you did
3. find patterns
4. check by hand
5. translate to code
6. run test cases
7. debug failed test

Cyber Security Career path

IMG_1006

IMG_1004

IMG_1005

Cloud

GCP

GCP CertificateMark
coursera 
Certification: GCP - Cloud Engineer Professional Certificate🐰
COURSE 1 Google Cloud Platform Fundamentals: Core Infrastructure 06/15/21✔️
COURSE 2 Essential Google Cloud Infrastructure: Foundation 06/20/21✔️
COURSE 3 Essential Google Cloud Infrastructure: Core Services 06/29/21✔️
COURSE 4 Elastic Google Cloud Infrastructure: Scaling and Automation✏️
COURSE 5 Architecting with Google Kubernetes Engine: Foundations✏️
COURSE 6 Preparing for the Google Cloud Associate Cloud Engineer Exam✏️
Certification: Architecting with Google Kubernetes Engine Specialization🐰
Google Cloud Platform Fundamentals: Core Infrastructure✏️
Certification: Google Cloud Certification: Machine Learning Engineer Specialization🐰
Google Cloud Big Data and Machine Learning Fundamentals✔️
cloudacademy 
Certification: Google Professional Cloud Architect Exam Preparation✏️
GCP Webpage 
all learning path 

GCP all learning path

Cloud Architect learning pathCloud Engineer learning path
Cloud Architects design, develop, and manage robust and scalable cloud architecture solutionsCloud Engineer deploys applications, monitors operations, and manages enterprise solutions.
COURSECOURSE
Preparing for the Professional Cloud Architect ExamPreparing for Your Associate Cloud Engineer Journey
Google Cloud Fundamentals: Core InfrastructureGoogle Cloud Fundamentals: Core Infrastructure
Architecting with Google Compute EngineArchitecting with Google Compute Engine
Architecting with Google Cloud: Design and ProcessNone
Getting Started with Google Kubernetes EngineGetting Started with Google Kubernetes Engine
Logging, Monitoring and Observability in Google CloudLogging, Monitoring and Observability in Google Cloud
NoneGetting Started with Terraform for Google Cloud
SKILL BADGESKILL BADGE
Create and Manage Cloud ResourcesCreate and Manage Cloud Resources
Perform Foundational Infrastructure Tasks in Google CloudPerform Foundational Infrastructure Tasks in Google Cloud
Set Up and Configure a Cloud Environment in Google CloudSet Up and Configure a Cloud Environment in Google Cloud
Automating Infrastructure on Google Cloud with TerraformAutomating Infrastructure on Google Cloud with Terraform
Deploy and Manage Cloud EnvironmentsNone
Optimize Costs for Google Kubernetes EngineNone

AWS

AWS CertificateMark
Certification: AWS Cloud Practitioner (CLF-C01)🐰
AWS-ACFv2EN-Interns - AWS Academy Cloud Foundations [Amazon Interns] 5/6/20✔️
AWSTraining - AWS Cloud Practitioner Essentials (Second Edition) 5/8/20✔️
LinuxAcademy - AWS Cloud Practitioner (CLF-C01) 6/14/20✔️
Udemy - AWS Certified Cloud Practitioner 2020 ‘300Q’ 6/15/20✔️
Certification: AWS Certified Solutions Architect – Associate🐰
AWS-ACFv2EN-Interns - AWS Academy Cloud Architecting [Amazon Interns] 7/24/20✔️
AWSTraining - Exam Readiness: AWS Certified Solutions Architect – Associate (Digital) 7.25✔️
LinuxAcademy - AWS Certified Solutions Architect - Associate Level 6/14/20✔️
Alexa 
acloud—
all✏️
Introduction to Alexa✏️ soso
qwiklabs—
all✏️
linuxacademy✏️
AWS internal—
knet–Alexa OE101✔️
kiku-AWS internal✏️
kiku-AWS internal✏️
AWSacademy-ExamReadiness:AWS Certified Alexa Skill Builder-Specialty✏️

ALI

ALI CertificateMark
Certification: ACP - Alibaba Cloud Professional🐰
coursera—
Alibaba Cloud Computing Specialization✏️
Cloud Computing Fundamentals on Alibaba Cloud✏️
Big Data Analytical Platform on Alibaba Cloud✏️
Protecting Cloud Architecture with Alibaba Cloud✏️

Security

Security Course

SecurityMark
Palo Alto Networks Product Training🐰
Prisma Cloud Monitoring and Securing 10/22/20✔️
Prisma Cloud: Onboarding and Operationalizing 10/28/20✏️
Cortex XDR 2.0: Architecture, Analytics, and Causality Analysis (EDU-160) 10/24/20✔️
Cortex XDR: Managed Threat Hunting (EDU-194) 10/27/20✔️
Cortex Data Lake 10/28/20✔️
Palo Alto Networks Accredited Systems Engineer (PSE): Cortex Associate 12/08/20✔️
IBM Cybersecurity Analyst Professional Certificate 
COURSE 1 Introduction to Cybersecurity Tools & Cyber Attacks 9/25/20✔️
COURSE 2 Cybersecurity Roles, Processes & Operating System Security✏️
COURSE 3 Cybersecurity Compliance Framework & System Administration 
COURSE 4 Network Security & Database Vulnerabilities 
COURSE 5 Penetration Testing, Incident Response and Forensics 
COURSE 6 Cyber Threat Intelligence 
COURSE 7 Cybersecurity Capstone: Breach Response Case Studies 
COURSE 8 IBM Cybersecurity Analyst Assessment 
IBM Resilient SOAR Platform 
CISSP (Certified Information Systems Security Professional) Path 
Physical Security 5/1/20✔️
Web Application Penetration Testing Path 
1. Web Application Penetration Testing Fundamentals 5/9/20✏️
Computer Security and Systems Management 
COURSE 3 Linux Server Management and Security 4/13/20✔️
Palo Alto Networks Cybersecurity 
COURSE 1 Palo Alto Networks Academy Cybersecurity Foundation✏️
linuxacademy Security Analyst - Entry Level 
CompTIA Linux+ XK0-004 Certification Exam 6/6/20✏️
Python 3 Scripting for System Administrators 7/1/20✔️

Security Project/LAB

Project/LABMark
JPMorgan Chase Software Engineering Virtual Experience 10/03/20✔️
Cloud-CTF-Cloudgoat - Walkthrough Note 📜✔️
Cloud-CTF-Flaws - Walkthrough Note 📜✔️
Cloud-CTF-Flaws2 - Walkthrough Note 📜✔️
PAN8 Cybersecurity Essentials - Walkthrough Note 📜✔️
PAN8 Cybersecurity Gateway - Walkthrough Note 📜✔️
Overthewire_bandit - Walkthrough Note 📜✔️
codecamp 
Python for Penetration Testing Challenges 9/10/20✏️
Portswigger - Web Security Academy 
SQL injection - Walkthrough Note 📜 11/20/20✔️

AI courses

SecurityMarkHours
DeepLearning.AI🐰🐰
Generative AI with Large Language Models✏️Course 16 h
Finetuning Large Language Models✏️Project 1 h
LangChain Chat with Your Data✏️Project 1 h
Building Systems with the ChatGPT API✏️Project 1 h
ChatGPT Prompt Engineering for Developers✏️Project 1 h
Introduction to Retrieval Augmented Generation (RAG)✏️Video · 8 minutes
Google Cloud🐰🐰
Introduction to Large Language Models✏️Course 1 h
IBM🐰🐰
Tools for Data Science Course 18 h
- Introduction to Jupyter Notebooks✔️Video · 3 minutes
- Working with Jupyter Notebooks✔️Video · 4 minutes
- Understanding Jupyter Kernels and Working with Notebooks✔️Video · 2 minutes
- Jupyter Architecture Overview✔️Video · 2 minutes
- Anaconda Jupyter Environments✔️Video · 6 minutes
- Cloud-Based Jupyter Environments✔️Video · 4 minutes
- Retrieval-Augmented Generation Framework✔️Video · 7 minutes
University of Michigan🐰🐰
Generative AI Essentials: Overview and Impact✏️Course 3 h
Duke University🐰🐰
Retrieval Augmented Generation Overview✏️Video · 3 minutes
Retrieval Augmented Generation✏️Video · 4 minutes
Open Source LLMOps Solutions✏️Course 35 h
Vanderbilt University🐰🐰
Prompt Engineering for ChatGPT✏️Course 18 h

Programmnig and Computer Science

Coursera SpecializationMark
[CourseraLink] UMich - Main Page🐰
[CourseraLink] DukeU - Main Page🐰

Machine Learning

Coursera SpecializationMark
DeepLearning.AI —————————————————🐰
[DeepLearning.AI] Generative AI with Large Language Models✏️
kaggle —————————————————🐰
ML - Python 100% 8/13/21✔️
ML - Intro to Machine Learning 100% 8/13/21✔️
ML - Intermediate Machine Learning 100% 9/10/21✔️

Python

Coursera SpecializationMark
Runestone ———————————————————————🐰
Problem Solving with Algorithms and Data Structures using Python✔️
UMich. Python 3 Programming —————————————————🐰
COURSE 1 Python Basics✔️
COURSE 2 Python Functions, Files, and Dictionaries✔️
COURSE 3 Data Collection and Processing with Python✔️
COURSE 4 Python Classes and Inheritance✔️
COURSE 5 Python Project: pillow, tesseract, and opencv 4/3/20✔️
UMich. Python for Everybody —————————————————-🐰
COURSE 1 Programming for Everybody✔️
COURSE 2 Python Data Structures✔️
COURSE 3 Using Python to Access Web Data 4/12✏️

Java

Coursera SpecializationMark
DukeU. Java Programming and Software Engineering Fundamentals Specialization –🐰 code
COURSE 1 Programming Foundations with JavaScript, HTML and CSS 100% 9/2/20✔️
COURSE 2 Java Programming: Solving Problems with Software 100% 9/6/20✔️
COURSE 3 Java Programming: Arrays, Lists, and Structured Data 100% 9/10/20✔️
- Cryptography: Keeping Information Secret
- GladLibs: Stories from Templates
- Web Server Logs: From Logs to Visits
- MiniProject: Vigenère Cipher		 
COURSE 4 Java Programming: Principles of Software Design 9/17/20✔️
- Earthquakes: Programming and Interfaces
- Earthquakes: Sorting Algorithms
- N-Grams: Predictive Text		 
COURSE 5 Java Programming: Build a Recommendation System 100% 1/6/21✔️
- give the movie recommendations by calculate the movie rating
- user interface to add multiple Filter function for the movie rating		 
UMich. Web Design for Everybody: Basics of Web Development & Coding ————🐰
COURSE 1 Introduction to HTML5✔️
COURSE 3 Interactivity with JavaScript✔️

Linux

Coursera SpecializationMark
LFCE (Linux Foundation Certified Engineer) Path ——————————–🐰
LFCE: Advanced Linux Networking 4/18/20✔️
LFCE: Advanced Network and System Administration✔️
LFCE: Network and Host Security✔️
LFCE: Linux Service Management - HTTP Services 5/24/20✔️
LFCE: Linux Service Management - Advanced HTTP Services✔️
LFCE: Linux Service Management - Advanced Email Services✏️

Course

namelink
stanford - HAIhttps://hai.stanford.edu/education/courses
.APPPHYS 229: Statistical Mechanics of Learning and Computation
.APPPHYS 293: Theoretical Neuroscience (PSYCH 242)
.BIOE 131: Ethics in Bioengineering (ETHICSOC 131X)
.BIOE 214: Representations and Algorithms for Computational Molecular Biology (BIOMEDIN 214, CS 274, GENE 214)
.CS 139: Human-Centered AI
.CS 231N: Deep Learning for Computer Vision
.CS 323: The AI Awakening: Implications for the Economy and Society
.ENGLISH 106A: Black Mirror: A.I.Activism
.MED 277: AI-Assisted Care (CS 337)
.MUSIC 356: Music and AI (CS 470)
.PHIL 20N: Philosophy of Artificial Intelligence
official docLink
PythonThe Python Tutorial
AWSCerSheet 
AWS1
Code test environment 
.JavaScript
.DS visualgo
Web 
crunchbasecompany search
API Gene 
apigee 
8 open-source API tools 
[PrograrmmableWeb] 
API Gene 
WiCys 
SANS 
The Open Web Application Project (OWASP) 
Information Systems Security Association (ISSA) 
Forum of Incident Response and Security Teams (FIRST) 
COMPUTER SECURITY RESOURCE CENTER 

other source

SpecializationCourse NameMark
APP  
TableauTraining Videos 5/3/20✏️
other  
otherBusiness Dashboard Fundamentals 5/3/20✔️


course less recommendMark
[Coursera] `Fundamentals of Computer Network Security 
1. Design and Analyze Secure Networked Systems:warning:

Network Security & Database Vulnerabilities https://www.coursera.org/learn/network-security-database-vulnerabilities

Tools:

NameSMark
Play with DockerScreenshot 2022-12-05 at 21.50.28run docker command
CodeSearchScreenshot 2022-12-05 at 21.48.30search for example code
[Go playground]https://go.dev/tour/moretypes/6  

Lab Playground:

NameSMark
TRAFFIC ANALYSIS EXERCISES✏️
premiumexam
pic		  
NDG Online Courses & Labs
pic		  
vmware HOL online
pic		  
junosgenius
pic		  
cisco
pic		  

platform

platformgoal
Certification: aws educate
pic		aws learning resource
Certification: aws academy
pic		aws learning resource
Certification: aws training
pic		aws learning resource
Certification: eventbriteticket for evert

pending

[Coursera Specialization]Mark
Getting Started with AWS Machine Learning 
Google Cloud Platform Fundamentals for AWS Professionals 
Build Your First Android App (Project-Centered Course) 
AWS Computer Vision: Getting Started with GluonCV 
Industrial IoT on Google Cloud Platform 
Building Conversational Experiences with Dialogflow 

some website:

nameNote
cybrary.itpic

Screen Shot 2020-05-27 at 22.27.13

website

  • https://www.anquanke.com/ 安全客
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IDS/IPS |
DDOS |
Cloud Security / architectures |
Open source development |
Roles and Responsibilities |
Incident response |
Engineering |
Tuning |
cloud security access broker |
DDOS protections |
understanding of Network Technologies Routers, switches, Load Balancers, firewalls, proxy |
understanding of TCPIP protocols |
System admin - RedHat, Windows, Linux |
Experience with PKI, SSL, SSH, HHTPS etc |
Knowledge of RESTful web services (client ndash server application) |
programming languages |
open-source software security sensors ( Bro IDS, Suricata, Snort, Molach etc) |
network protocols and deep packet inspection |
micro services, kubernetes, docker etc |
Public Cloud such as AWS , Azure and GCP |
Automation skills, Dev Ops skills etc |
Google IT Support Professional Certificate |
Security Operations
Azure Monitor
Azure Log Analytics
Diagnostic logging & log retention
Vulnerability scanning and policies
Azure Sentinel
Azure Security Center
Microsoft Cloud App Security
Platform Protection
Azure Networking
Virtual networks
Application Gateways
Traffic Manager
Network Security Groups
VPN
Peering
Azure Firewall
Force tunneling
Azure DDoS protection
Host Security
VM Hardening
Azure Update Management
Serverless Computing (Kubernetes)
Subscription Security
Azure source locks
Subscription policies
Resource policies
Secure Data & Applications
Protect data at Rest (Azure disk encryption)
Azure Information Protection
Protect Data in transit (Azure VPN gateway, SSL/TLS and HTTPS)
SQL Database (Discovery, classification, labeling, immutable storage, data retention, legal holds, and data sovereignty
SQL Database firewall
SQL Database authentication
Cosmos DB authentication
Azure HDInsight DB authentication
Azure AD authentication for SQL DB
Database auditing policy
SQL DB threat detection
Access control for storage accounts
Key management for storage accounts


EDX
[Fundamentals of Red Hat Enterprise Linux](https://www.edx.org/course/fundamentals-of-red-hat-enterprise-linux?source=aw&awc=6798_1586549110_7f9f3833ce868c1ee5d3f8fa16b11929&utm_source=aw&utm_medium=affiliate_partner&utm_content=text-link&utm_term=673201_Geekflare+LTD)


[Linux Tutorials and Projects](https://www.udemy.com/course/linux-tutorials/?ranMID=39197&ranEAID=jf7w44yEft4&ranSiteID=jf7w44yEft4-DILLs8xLspMoGCuVjAmPsw&LSNPUBID=jf7w44yEft4)

[Linux Foundation Certified SysAdmin (LFCS)](https://linuxacademy.com/course/linux-foundation-certified-system-administrator-v3-18/)


book:

Mastering Linux Security and Hardening: Secure your Linux server and protect it from intruders, malware attacks, and other external threats

---

Coursera
Cloud Engineering with Google Cloud
Data Engineering with Google Cloud

Qwiklabs
video triaining - cloud


autospy
Oracle
[packt](https://courses.packtpub.com/pages/redeem)
[Pluralsight](https://app.pluralsight.com/library/)
[udacity]()

![Screen Shot 2020-04-10 at 22.20.26](https://i.imgur.com/4iYzRGJ.png)
https://www.classcentral.com/report/cs-online-courses/#cybersec
https://www.classcentral.com/report/cs-online-courses/




Real-Time Cyber Threat Detection and Mitigation
Number Theory and Cryptography
Blockchain and Cryptoccurency Explained
Enterprise and Infrastructure Security
Introduction to Cyber Attacks
Cyber Attack Countermeasures
Cryptography I
Cryptography 2
Machine Learning
Build Your First Android App (Project-Centered Course)
面向对象技术高级课程（The Advanced Object-Oriented Technology）
Programming Mobile Applications for Android Handheld Systems: Part 1
Building Conversational Experiences with Dialogflow
Machine Learning for Business Professionals
Cloud Computing Basics (Cloud 101)
Developing AI Applications on Azure
Getting Started with AWS Machine Learning
AWS Computer Vision: Getting Started with GluonCV
Introduction to Cloud Identity
Google Cloud Platform Fundamentals for AWS Professionals
Industrial IoT on Google Cloud Platform
Python Data Structures
Windows Server Management and Security
Linux Server Management and Security
Palo Alto Networks Academy Cybersecurity Foundation
In Progress

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00LearningPath
LearningPath code
This post is licensed under CC BY 4.0 by the author.

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