Eddy Ruiz

☄️☄️

[TheCyberPatronNetwork © @TheCyberPatron_]

SOC Analyst Study Notes

[Eddy Ruiz @kernelboy_]

@StarTVStreamMX tengo un problema

[Ansh Bhatnagar @iansh04_]

STOP WASTING HOURS TRYING TO FIGURE OUT WHAT TO LEARN IN AI.

I put together one practical roadmap with videos, GitHub repos, guides, books, research papers, and courses.

VIDEOS:
1. LLM Introduction — https://t.co/IdsoXwXEtU…
2. LLMs from Scratch — https://t.co/WTcBdMmZc6…
3. Agentic AI Overview (Stanford) — https://t.co/3ATgbrhkrG…
4. Building & Evaluating Agents — https://t.co/lOkAgNtaN4…
5. Building Effective Agents — https://t.co/c7Sbr58apt…
6. Building Agents with MCP — https://t.co/pIM5X0yuHd…
7. Building an Agent from Scratch — https://t.co/y324tstqIt…
8. Philo Agents — https://t.co/3mwd213gqb…

COURSES:

1. Google Introduction to Generative AI https://t.co/Kjruk1OZiA
2. Google Prompting Engineering https://t.co/QGVb2WkARp
3. Google AI Essentials https://t.co/pbdjCxX1tA
4. Google Crash Course on Python https://t.co/RDtOp2z5M7
5. Google Cloud Fundamentals https://t.co/ur2JX9jGpt
6. Google Data Analytics https://t.co/ur2JX9jGpt
7. Get Started with Python by Google https://t.co/NJsoKJhckD
8. Google Cybersecurity Professional Certificate https://t.co/gIAzIC3u0H
9. Introduction to Web Development https://t.co/wY0beuPRtT
10. AI for Everyone - DeepLearning AI https://t.co/TW8835ha7i
11. Become AI Developer https://t.co/viGLW1iLz6
12. Generative AI Automation https://t.co/AO9iPzX3JO
13. Building with Large Language Models by DeepLearning AI https://t.co/lYe6R874R7
14. Prompt Engineering Basics by IBM https://t.co/tUcwVmGmgD
15. Google Digital Marketing & E-commerce https://t.co/gm7XyvSJto

GITHUB REPOS:
1. GenAI Agents — https://t.co/1fSfbsFqu0…
2. Microsoft AI Agents for Beginners — https://t.co/AXG62PvWKR…
3. Prompt Engineering Guide — https://t.co/Pu53z75quw…
4. Hands-On Large Language Models — https://t.co/9fFb45UZL7…
5. GenAI Agents — https://t.co/e5q4arvBJl…
6. Made with ML — https://t.co/c57QMwY48Z…
7. Hands-On AI Engineering — https://t.co/Uqpfw18DOi…
8. Awesome Generative AI Guide — https://t.co/aMTEjRLEiE…
9. Designing Machine Learning Systems — https://t.co/3ShgQuz2Xx…
10. Machine Learning for Beginners — https://t.co/0zcCxlk7QC…
11. LLM Course — https://t.co/Bd10skFq3U…

GUIDES:
1. Google's Agent Whitepaper — https://t.co/n29qxaLBI6…
2. Google's Agent Companion — https://t.co/n29qxaLBI6…
3. Building Effective Agents by Anthropic — https://t.co/gQfCOIEJie…
4. Claude Code Agentic Coding Practices — https://t.co/abQy8QgjQX…
5. OpenAI's Practical Guide to Building Agents — https://t.co/vq4a9F6Pt3…

BOOKS:
1. Understanding Deep Learning — https://t.co/wSOTdopzJU
2. Building an LLM from Scratch — https://t.co/BhTe1K4CSp…
3. The LLM Engineering Handbook — https://t.co/qMvFEg46vD…
4. AI Agents: The Definitive Guide — https://t.co/KjSgdYRjGu…
5. Building Applications with AI Agents — https://t.co/wc7tkCX3pY…
6. AI Agents with MCP — https://t.co/KjSgdYRjGu…
7. AI Engineering — https://t.co/KjSgdYRjGu…

RESEARCH PAPERS:
1. ReAct — https://t.co/v1UH2YHvNC
2. Generative Agents — https://t.co/2puyRVHQmO
3. Toolformer — https://t.co/imWSO9oaE2…
4. Chain-of-Thought Prompting — https://t.co/32h0Ajj27Y

Repost so someone else can find this roadmap, and pls consider following @iansh04_ for more content.

[Sripathi Teja @sripathiteja4]

Learn AI for free directly from top companies.

1 - Anthropic:
https://t.co/9EduZDcj9Z

2 - Google:
https://t.co/99Czpf5KKs

3 - Meta:
https://t.co/dBBKUQueyj

4 - NVIDIA:
https://t.co/8jpLrGJzxy

5 - Microsoft:
https://t.co/wmK2R8oilJ

6 - OpenAI:
https://t.co/ifQ8cEx0Qt

7 - IBM:
https://t.co/QFGI0v8Cqa

8 - AWS:
https://t.co/nati5WaARH

9 - https://t.co/0vjKn1mtg2:
https://t.co/bOlcLMfgyd

10 - Hugging Face:
https://t.co/bmSTfzCvB4

Comment "Learning" if you find this helpful.

Repost so others can take help.

Must bookmark for future reference.

[Jian Wang @jianw851]

Goldmine for AI Engineers! 📌

If you're learning AI, ML, LLMs, or AI agents, don't waste hours jumping between random tutorials.

These are 10 repositories I'd actually keep bookmarked - from Python fundamentals to ML, LLMs, agents, and production AI.

1. Python - 100 Days

jackfrued/Python-100-Days

A 100-day Python learning path covering fundamentals, data analysis, web development, and more.

GitHub:
https://t.co/ED5Fm7Ei3Q

2. Generative AI for Beginners

microsoft/generative-ai-for-beginners

A practical introduction to building Generative AI applications.

Covers:

• LLM fundamentals
• Prompt engineering
• RAG
• AI agents
• Fine-tuning
• AI application development

GitHub:
https://t.co/kdQ2b6jBYB

3. LLMs From Scratch

rasbt/LLMs-from-scratch

Want to understand what's actually happening inside an LLM?

Build one step by step.

Covers:

• Tokenization
• Embeddings
• Attention
• Transformers
• Training
• Fine-tuning

GitHub:
https://t.co/lzCKdk7kl1

4. Machine Learning for Beginners

microsoft/ML-For-Beginners

A structured 12-week, 26-lesson curriculum covering classical machine learning.

A good starting point if you want ML fundamentals before jumping into LLMs.

GitHub:
https://t.co/AlXqh5KO9b

5. OpenAI Cookbook

openai/openai-cookbook

A collection of practical examples and guides for building applications with OpenAI models.

Useful when you want to move from:

Learning → Building

GitHub:
https://t.co/FrBiKTbIS6

6. Stable Diffusion

CompVis/stable-diffusion

Interested in generative image models?

This repository contains the original Stable Diffusion implementation and research code.

GitHub:
https://t.co/25e7FVkHIf

7. AI Agents for Beginners

microsoft/ai-agents-for-beginners

A practical course for understanding and building AI agents.

Covers:

• Agentic AI
• RAG
• Agent frameworks
• Tool use
• Multi-agent systems

GitHub:
https://t.co/oAn2ptn2T5

8. AI for Beginners

microsoft/AI-For-Beginners

A structured 12-week, 24-lesson introduction to AI.

Covers:

• Neural networks
• Computer vision
• NLP
• Deep learning
• Classical AI

GitHub:
https://t.co/p4PdLnL89o

9. LLM App

pathwaycom/llm-app

Focused on building practical LLM applications.

Explore:

• RAG
• AI pipelines
• Enterprise search
• Real-time data
• Vector search

GitHub:
https://t.co/LYMOE4PgWj

10. Segment Anything

facebookresearch/segment-anything

A foundation model for promptable image segmentation.

Worth exploring if you're interested in computer vision and multimodal AI.

GitHub:
https://t.co/j0mPn2or2V

Don't bookmark all 10 and forget about them.

Pick based on where you are:

Python → Python-100-Days

ML → ML-For-Beginners

AI Fundamentals → AI-For-Beginners

LLMs → LLMs-from-scratch

Generative AI → Generative-AI-for-Beginners

Agents → AI-Agents-for-Beginners

Building → OpenAI Cookbook / LLM App

Computer Vision → Segment Anything

Pick one.

Build something.

Then move to the next.

[Cyber_Racheal @CyberRacheal]

Cybersecurity Master Tree

[𝐇𝐚𝐦𝐳𝐚 | Networking Guy @Hamzaonchain]

📂 SOC ANALYST ROADMAP
┃
┣ 📂 01 — Networking Fundamentals
┃ ┣ 📂 TCP/IP
┃ ┣ 📂 DNS
┃ ┣ 📂 HTTP/HTTPS
┃ ┣ 📂 Routing & Switching
┃ ┣ 📂 Firewalls
┃ ┗ 📂 VPNs
┃
┣ 📂 02 — Operating Systems
┃ ┣ 📂 Linux
┃ ┣ 📂 Windows
┃ ┣ 📂 Processes
┃ ┣ 📂 File Systems
┃ ┣ 📂 Permissions
┃ ┗ 📂 Windows Event Logs
┃
┣ 📂 03 — Cybersecurity Fundamentals
┃ ┣ 📂 CIA Triad
┃ ┣ 📂 Authentication
┃ ┣ 📂 Malware
┃ ┣ 📂 Vulnerabilities
┃ ┣ 📂 Common Attacks
┃ ┗ 📂 MITRE ATT&CK
┃
┣ 📂 04 — Security Monitoring
┃ ┣ 📂 Logs
┃ ┣ 📂 SIEM
┃ ┣ 📂 IDS / IPS
┃ ┣ 📂 EDR
┃ ┣ 📂 Network Traffic
┃ ┗ 📂 Alerting
┃
┣ 📂 05 — SIEM
┃ ┣ 📂 Splunk
┃ ┣ 📂 Microsoft Sentinel
┃ ┣ 📂 Elastic Security
┃ ┣ 📂 Log Collection
┃ ┣ 📂 Queries
┃ ┗ 📂 Detection Rules
┃
┣ 📂 06 — Threat Detection
┃ ┣ 📂 Phishing
┃ ┣ 📂 Brute Force
┃ ┣ 📂 Malware
┃ ┣ 📂 Credential Attacks
┃ ┣ 📂 Suspicious Processes
┃ ┗ 📂 Lateral Movement
┃
┣ 📂 07 — Investigation
┃ ┣ 📂 Alert Triage
┃ ┣ 📂 Log Analysis
┃ ┣ 📂 Timeline Analysis
┃ ┣ 📂 IOC Analysis
┃ ┣ 📂 Threat Intelligence
┃ ┗ 📂 Root Cause Analysis
┃
┣ 📂 08 — Incident Response
┃ ┣ 📂 Identification
┃ ┣ 📂 Containment
┃ ┣ 📂 Eradication
┃ ┣ 📂 Recovery
┃ ┗ 📂 Lessons Learned
┃
┣ 📂 09 — Automation
┃ ┣ 📂 Python
┃ ┣ 📂 PowerShell
┃ ┣ 📂 Bash
┃ ┣ 📂 APIs
┃ ┗ 📂 SOAR
┃
┣ 📂 10 — Practice
┃ ┣ 📂 TryHackMe
┃ ┣ 📂 Blue Team Labs Online
┃ ┣ 📂 CyberDefenders
┃ ┣ 📂 Splunk Labs
┃ ┗ 📂 LetsDefend
┃
┗ 📂 11 — Career
┣ 📂 SOC Analyst L1
┣ 📂 SOC Analyst L2
┣ 📂 Threat Hunter
┣ 📂 Detection Engineer
┗ 📂 Incident Responder

[Ayaan 🐧 @twtayaan]

The DevOps roadmap nobody puts on YouTube.

[Ayaan 🐧 @twtayaan]

The entire history of DevOps is one long incident.

[Digitalearn @DIGITALEARN_1]

Linux Fundamentals Guide — Vol. 03

Download here : https://t.co/R0ftSTp1vw

Only for serious Linux & cybersecurity learners

Beginner → Advanced Linux

[Anastasis Vasileiadis @Anastasis_King]

🐈‍⬛🔐 HASHCAT — PUT YOUR PASSWORDS TO THE TEST

A password can look strong and still fall short when its hash is properly audited. Hashcat helps security professionals evaluate password resilience using different hash modes, wordlists, masks, rules and GPU acceleration — making it an essential tool for authorized password-security assessments. ⚡🛡️

💬 Comment “HASHCAT” for the program link!

#Hashcat #PasswordSecurity #CyberSecurity #SecurityTesting #CyberKid

[Uday👨‍💻 @AIVerseUday]

Linux "chmod" Permissions Explained 🐧

One of the most important Linux commands in Production is "chmod". It is used to manage file and folder permissions.

Permission Numbers:

Number| Permission| Meaning
0| "---"| No permission
1| "--x"| Execute only
2| "-w-"| Write only
3| "-wx"| Write + Execute
4| "r--"| Read only
5| "r-x"| Read + Execute
6| "rw-"| Read + Write
7| "rwx"| Read + Write + Execute

Most Used "chmod" Examples

- "chmod 777" → Everyone gets full access.
- "chmod 755" → Owner: "rwx", Group: "r-x", Others: "r-x".
- "chmod 775" → Owner & Group: "rwx", Others: "r-x".
- "chmod 700" → Only owner has full access.
- "chmod 600" → Owner can read and write only.
- "chmod 644" → Owner: "rw-", Group & Others: "r--".
- "chmod 664" → Owner & Group: "rw-", Others: "r--".

Easy Formula:

- Read = 4
- Write = 2
- Execute = 1

Examples:

- "7 = 4 + 2 + 1 = rwx"
- "6 = 4 + 2 = rw-"
- "5 = 4 + 1 = r-x"
- "3 = 2 + 1 = -wx"

Understanding "chmod" is a small step in Linux, but a big step toward becoming a better DevOps engineer.

[Jaxon @MdRimon488484]

💻 BEST YOUTUBE PLAYLISTS TO LEARN PROGRAMMING — FREE

Want to learn programming from scratch?

Here are 22 FREE YouTube playlists covering programming, web development, AI & more:

1. C Programming
🔗 https://t.co/5NqczUfFmS

2. C++
🔗 https://t.co/VrfOAxxpej…

3. Python 🐍
🔗 https://t.co/VrfOAxxpej…

4. Java ☕
🔗 https://t.co/VVRYrvTmVC

5. C#
🔗 https://t.co/VrfOAxxpej…

6. SQL
🔗 https://t.co/VrfOAxxpej…

7. Go
🔗 https://t.co/VrfOAxxpej…

8. PHP
🔗 https://t.co/VrfOAxxpej…

9. Swift
🔗 https://t.co/VrfOAxxpej…

10. Kotlin
🔗 https://t.co/VrfOAxxpej…

11. Dart
🔗 https://t.co/VrfOAxxpej…

12. Ruby
🔗 https://t.co/VrfOAxxpej…

13. Rust
🔗 https://t.co/VrfOAxxpej…

14. TypeScript
🔗 https://t.co/VrfOAxxpej…

15. R
🔗 https://t.co/VrfOAxxpej…

16. React ⚛️
🔗 https://t.co/VrfOAxxpej…

17. Next.js
🔗 https://t.co/VrfOAxxpej…

18. Node.js
🔗 https://t.co/VrfOAxxpej…

19. HTML & CSS
🔗 https://t.co/VrfOAxxpej…

20. Machine Learning 🤖
🔗 https://t.co/VrfOAxxpej…

21. Deep Learning
🔗 https://t.co/VrfOAxxpej…

22. DSA
🔗 https://t.co/VrfOAxxpej…

📌 Bookmark this for later.

Learn → Practice → Build → Repeat.

[Dhanian 🗯️ @e_opore]

Cybersecurity Concepts to Master before Interviews ✅

1. Cybersecurity Fundamentals (CIA Triad, Threats, Vulnerabilities)
2. Networking Fundamentals (TCP/IP, DNS, HTTP/HTTPS)
3. Operating System Security (Linux, Windows)
4. Authentication & Authorization (MFA, RBAC, ABAC)
5. Cryptography Fundamentals (Encryption, Hashing, 6. Digital Signatures)
6. Public Key Infrastructure (PKI, Certificates, TLS)
7. Web Application Security (OWASP Top 10)
8. SQL Injection & Database Security
9. Cross-Site Scripting (XSS) & CSRF
10. API Security (OAuth2, JWT, API Keys)
11. Network Security (Firewalls, IDS, IPS)
12. Security Monitoring & SIEM
13. Malware & Ransomware Fundamentals
14. Phishing & Social Engineering
15. Vulnerability Management & Scanning
16. Penetration Testing Fundamentals
17. Secure Coding Practices
18. Cloud Security (AWS, Azure, GCP)
19. Container & Kubernetes Security
20. Identity & Access Management (IAM)
21. Endpoint Security & EDR
22. Zero Trust Architecture
23. Security Operations (SOC, Incident Response)
24. Digital Forensics Fundamentals
25. Threat Intelligence & Threat Modeling
26. Security Logging & Monitoring
27. Network Segmentation & Secure Architecture
28. DevSecOps & Security Automation
29. Security Risk Management & Compliance
30. Incident Response, Disaster Recovery & Business Continuity

📘 Recommended Ebook for Deep Cybersecurity Mastery
👉 https://t.co/KlncU5blsF

[Abida Jule @I_am_Aiabir]

[SAVE] IELTS + TOEFL Resource Bank 📚🔥

(Material + Journey + Vocab List):

📂 IELTS Materials

🔗 https://t.co/ngqzTiecQp... @I_am_Aiabir

📂IELTS Journey

🔗 https://t.co/NrO97iVZcO...

📂Vocabulary List

🔗 https://t.co/NrO97iVZcO...

🎯TOEFL Free Prep

🔗 https://t.co/Sg113Tm7Cy

🔖 Bookmark this before you lose it.

Follow @I_am_Aiabir for more FREE study & tech resources. 🚀

[Learn Linux with Dan @xmodulo]

Want to host a VPN server on Linux instead of relying on a commercial VPN provider? These are some of the most popular self hosted options 😎👇

Find high-res pdf ebooks with all my #cybersecurity related infographics at https://t.co/3t6LHw8TIY

#linux #vpn #infosec #privacy

[Jonny @aiwithjonny]

10000+ Pages Programming Notes - 💯 FREE

❯ Java
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https://t.co/ja4HZmffFY

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https://t.co/laBLxpnpPh

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https://t.co/iVtSjrr0bZ

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❯ Linux
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❯ Git
https://t.co/0RoPPrce2c

❯ ALL BOOKS (40+ Subjects)
https://t.co/aADwzMNBVE

Follow @aiwithjonny for more.

[Abida Jule @I_am_Aiabir]

📚 FREE ENGLISH & IELTS RESOURCES

📖 570 AWL
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✍️ Grammar Resources
https://t.co/61KUTmpXAs…

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@I_am_Aiabir

📕 English Learning Books — Get 3 Books
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Save this for your English learning journey 🔖

Follow @I_am_Aiabir for more useful resources.

[Rspect24 @rspect24]

You don't need to memorize 100 Linux commands.
Start with these 60. 🐧

[Jonny @aiwithjonny]

10000+ Pages Programming Notes - 💯 FREE

❯ Java
https://t.co/WOsSQbyDcA

❯ Python
https://t.co/bVqjM5FqoB

❯ JavaScript
https://t.co/midJQhTVDz

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https://t.co/VzvonNe7ks

❯ DSA
https://t.co/c95brT0qsk

❯ C
https://t.co/ja4HZmffFY

❯ C++
https://t.co/laBLxpnpPh

❯ Node.js
https://t.co/3oXciexuBD

❯ HTML5
https://t.co/iVtSjrr0bZ

❯ CSS
https://t.co/xOaRiuWIFX

❯ Linux
https://t.co/EuY0VdGdPF

❯ Git
https://t.co/0RoPPrce2c

❯ ALL BOOKS (40+ Subjects)
https://t.co/aADwzMNBVE

Follow @aiwithjonny for more.