🔐 Cybersecurity Roadmap
1️⃣ Networking & OS 🌍🖥️: Learn TCP/IP, DNS, HTTP, Linux, and Windows security.
2️⃣ Cyber Threats 🚨⚠️: Understand Malware, Phishing, DDoS, and Social Engineering.
3️⃣ Cryptography 🔑🔒: Study AES, RSA, Hashing, and SSL/TLS.
4️⃣ Ethical Hacking 🏴☠️🕵️♂️: Master tools like Kali Linux, Nmap, and Metasploit.
5️⃣ Web Security 🌐🔍: Learn SQL Injection, XSS, and CSRF protection.
6️⃣ Digital Forensics 🕵️🔎: Work with SIEM, Log Analysis, and Memory Forensics.
7️⃣ Cloud Security ☁️🛡️: Secure AWS, Azure, and GCP.
8️⃣ Compliance 📜🏛️: Understand NIST, ISO 27001, and GDPR.
9️⃣ Career Paths 🚀💼: Choose roles like Penetration Tester, SOC Analyst, or Security Engineer.
🔟 Practice & Certifications 🎓🏆: Train with TryHackMe, HackTheBox, and get certified (Security+, CEH).
1️⃣ Networking & OS 🌍🖥️: Learn TCP/IP, DNS, HTTP, Linux, and Windows security.
2️⃣ Cyber Threats 🚨⚠️: Understand Malware, Phishing, DDoS, and Social Engineering.
3️⃣ Cryptography 🔑🔒: Study AES, RSA, Hashing, and SSL/TLS.
4️⃣ Ethical Hacking 🏴☠️🕵️♂️: Master tools like Kali Linux, Nmap, and Metasploit.
5️⃣ Web Security 🌐🔍: Learn SQL Injection, XSS, and CSRF protection.
6️⃣ Digital Forensics 🕵️🔎: Work with SIEM, Log Analysis, and Memory Forensics.
7️⃣ Cloud Security ☁️🛡️: Secure AWS, Azure, and GCP.
8️⃣ Compliance 📜🏛️: Understand NIST, ISO 27001, and GDPR.
9️⃣ Career Paths 🚀💼: Choose roles like Penetration Tester, SOC Analyst, or Security Engineer.
🔟 Practice & Certifications 🎓🏆: Train with TryHackMe, HackTheBox, and get certified (Security+, CEH).
❤12👌1
Cybersecurity Roadmap 🔒
📂 Networking Basics
∟📂 OS Basics
∟📂 Scripting Skills
∟📂 Security Core
∟📂 Threat Intel
∟📂 Pen Testing
∟📂 Incident Ops
∟📂 Cloud Sec
∟📂 Do Lab
∟ ✅ Job
Free Resources: https://whatsapp.com/channel/0029VancSnGG8l5KQYOOyL1T
Like for more ❤️
📂 Networking Basics
∟📂 OS Basics
∟📂 Scripting Skills
∟📂 Security Core
∟📂 Threat Intel
∟📂 Pen Testing
∟📂 Incident Ops
∟📂 Cloud Sec
∟📂 Do Lab
∟ ✅ Job
Free Resources: https://whatsapp.com/channel/0029VancSnGG8l5KQYOOyL1T
Like for more ❤️
❤10
The program for the 10th AI Journey 2025 international conference has been unveiled: scientists, visionaries, and global AI practitioners will come together on one stage. Here, you will hear the voices of those who don't just believe in the future—they are creating it!
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus from around the world!
On the first day of the conference, November 19, we will talk about how AI is already being used in various areas of life, helping to unlock human potential for the future and changing creative industries, and what impact it has on humans and on a sustainable future.
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today!
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus from around the world!
On the first day of the conference, November 19, we will talk about how AI is already being used in various areas of life, helping to unlock human potential for the future and changing creative industries, and what impact it has on humans and on a sustainable future.
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today!
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
❤2
✅ How to Apply for Cybersecurity Jobs (Step-by-Step Guide) 🔐💼
🔹 1. Learn the Core Skills
⦁ Networking basics (TCP/IP, DNS, firewalls)
⦁ Operating systems (Windows, Linux security)
⦁ Security concepts: CIA triad, encryption, threats
⦁ Tools: Wireshark, Nmap, Burp Suite, Metasploit
🔹 2. Get Certified (Optional but Helpful)
⦁ Beginner: CompTIA Security+
⦁ Intermediate: CEH (Certified Ethical Hacker), CySA+
⦁ Advanced: OSCP, CISSP
🔹 3. Build a Cybersecurity Portfolio
⦁ Document CTF (Capture The Flag) writeups
⦁ Show vulnerability assessments on test environments
⦁ Host your work on GitHub or a personal blog
🔹 4. Polish Your Resume
⦁ Highlight tools, labs, and certifications
⦁ Mention practical skills:
“Performed vulnerability scanning using Nessus on test network”
⦁ Add GitHub, blog, and LinkedIn links
🔹 5. Build Your LinkedIn & Online Presence
⦁ Headline: “Cybersecurity Enthusiast | Security+ Certified | Ethical Hacking Learner”
⦁ Share insights, challenges solved, tools explored
⦁ Join communities (TryHackMe, Hack The Box, Reddit - r/cybersecurity)
🔹 6. Apply on the Right Platforms
⦁ General: LinkedIn, Indeed, Glassdoor
⦁ Cybersecurity-Focused:
⦁ Bug bounty platforms: HackerOne, Bugcrowd
⦁ Entry jobs on CyberSecJobs, InfoSec Jobs
⦁ Internshala (for students/freshers)
🔹 7. Prepare for Interviews
⦁ Basics of security, networking, malware, encryption
⦁ Know common attack types (SQLi, XSS, phishing)
⦁ Be ready for scenario-based questions
⦁ Practice with mock interviews & labs (TryHackMe, HTB)
💡 Bonus:
⦁ Participate in CTFs and bug bounty programs
⦁ Follow cybersecurity news (KrebsOnSecurity, ThreatPost)
⦁ Stay ethical — always test in legal environments
🧠 Tip: Employers look for curiosity, problem-solving, and hands-on skills. Start small, stay consistent!
🔹 1. Learn the Core Skills
⦁ Networking basics (TCP/IP, DNS, firewalls)
⦁ Operating systems (Windows, Linux security)
⦁ Security concepts: CIA triad, encryption, threats
⦁ Tools: Wireshark, Nmap, Burp Suite, Metasploit
🔹 2. Get Certified (Optional but Helpful)
⦁ Beginner: CompTIA Security+
⦁ Intermediate: CEH (Certified Ethical Hacker), CySA+
⦁ Advanced: OSCP, CISSP
🔹 3. Build a Cybersecurity Portfolio
⦁ Document CTF (Capture The Flag) writeups
⦁ Show vulnerability assessments on test environments
⦁ Host your work on GitHub or a personal blog
🔹 4. Polish Your Resume
⦁ Highlight tools, labs, and certifications
⦁ Mention practical skills:
“Performed vulnerability scanning using Nessus on test network”
⦁ Add GitHub, blog, and LinkedIn links
🔹 5. Build Your LinkedIn & Online Presence
⦁ Headline: “Cybersecurity Enthusiast | Security+ Certified | Ethical Hacking Learner”
⦁ Share insights, challenges solved, tools explored
⦁ Join communities (TryHackMe, Hack The Box, Reddit - r/cybersecurity)
🔹 6. Apply on the Right Platforms
⦁ General: LinkedIn, Indeed, Glassdoor
⦁ Cybersecurity-Focused:
⦁ Bug bounty platforms: HackerOne, Bugcrowd
⦁ Entry jobs on CyberSecJobs, InfoSec Jobs
⦁ Internshala (for students/freshers)
🔹 7. Prepare for Interviews
⦁ Basics of security, networking, malware, encryption
⦁ Know common attack types (SQLi, XSS, phishing)
⦁ Be ready for scenario-based questions
⦁ Practice with mock interviews & labs (TryHackMe, HTB)
💡 Bonus:
⦁ Participate in CTFs and bug bounty programs
⦁ Follow cybersecurity news (KrebsOnSecurity, ThreatPost)
⦁ Stay ethical — always test in legal environments
🧠 Tip: Employers look for curiosity, problem-solving, and hands-on skills. Start small, stay consistent!
❤15
Cybersecurity Roadmap
|
|-- Fundamentals
| |-- Introduction to Cybersecurity
| | |-- Importance and Principles of Cybersecurity
| | |-- Types of Cybersecurity (Network, Information, Application, Cloud, etc.)
| | |-- Cybersecurity Threat Landscape (Malware, Phishing, Ransomware, etc.)
| |-- Network Security
| | |-- Firewalls and VPNs
| | |-- Intrusion Detection Systems (IDS)
| | |-- Intrusion Prevention Systems (IPS)
| | |-- Network Access Control
|
|-- Threats and Vulnerabilities
| |-- Types of Cyber Threats
| | |-- Malware (Viruses, Worms, Trojans, etc.)
| | |-- Phishing and Social Engineering
| | |-- Denial of Service (DoS) Attacks
| | |-- Insider Threats
| |-- Vulnerability Assessment
| | |-- Vulnerability Scanning
| | |-- Penetration Testing (Ethical Hacking)
| | |-- Security Audits and Assessments
|
|-- Encryption and Cryptography
| |-- Introduction to Cryptography
| | |-- Symmetric and Asymmetric Encryption
| | |-- Hashing Algorithms (SHA, MD5, etc.)
| | |-- Public Key Infrastructure (PKI)
| |-- Encryption Protocols
| | |-- SSL/TLS
| | |-- IPsec
|
|-- Identity and Access Management (IAM)
| |-- Authentication Mechanisms
| | |-- Password Policies and Multi-Factor Authentication (MFA)
| | |-- Biometric Authentication
| |-- Access Control Models
| | |-- Role-Based Access Control (RBAC)
| | |-- Attribute-Based Access Control (ABAC)
| | |-- Mandatory Access Control (MAC)
|
|-- Incident Response and Forensics
| |-- Incident Response Process
| | |-- Detection, Containment, Eradication, Recovery
| | |-- Incident Response Teams (CSIRT)
| |-- Digital Forensics
| | |-- Evidence Collection and Preservation
| | |-- Data Recovery
| | |-- Forensic Tools (Autopsy, EnCase, etc.)
|
|-- Security Operations
| |-- Security Monitoring
| | |-- Security Information and Event Management (SIEM)
| | |-- Log Management and Analysis
| | |-- Threat Intelligence
| |-- Security Operations Center (SOC)
| | |-- SOC Roles and Responsibilities
| | |-- Incident Management
|
|-- Cloud Security
| |-- Cloud Security Principles
| | |-- Shared Responsibility Model
| | |-- Data Protection in Cloud Environments
| |-- Cloud Security Tools
| | |-- Cloud Access Security Brokers (CASB)
| | |-- Security in Cloud Platforms (AWS, Azure, Google Cloud)
|
|-- Application Security
| |-- Secure Software Development
| | |-- Secure Coding Practices
| | |-- Software Development Life Cycle (SDLC)
| | |-- Secure Code Reviews
| |-- Web Application Security
| | |-- OWASP Top 10
| | |-- SQL Injection, Cross-Site Scripting (XSS), CSRF
|
|-- Compliance and Regulations
| |-- Cybersecurity Standards
| | |-- ISO/IEC 27001, NIST Cybersecurity Framework
| | |-- CIS Controls, SOC 2
| |-- Data Privacy Regulations
| | |-- GDPR
| | |-- HIPAA, CCPA, PCI DSS
|
|-- Advanced Topics
| |-- Advanced Persistent Threats (APT)
| | |-- Detection and Mitigation
| | |-- Threat Hunting
| |-- Blockchain Security
| | |-- Cryptographic Principles
| | |-- Smart Contracts and Security
| |-- IoT Security
| | |-- Securing IoT Devices
| | |-- Network Segmentation for IoT
|
|-- Emerging Trends
| |-- AI and Machine Learning in Cybersecurity
| | |-- AI-Based Threat Detection
| | |-- Automating Incident Response
| |-- Zero Trust Architecture
| | |-- Principles of Zero Trust
| | |-- Implementing Zero Trust in an Organization
|
|-- Soft Skills
| |-- Communication and Collaboration
| | |-- Reporting Security Incidents
| | |-- Collaboration with Other Departments
| |-- Ethical Hacking
| | |-- Red Teaming and Blue Teaming
| | |-- Bug Bounty Programs
Free CyberSecurity Course For FREE
Link 1 :https://bit.ly/3pXTXBZ
Link 2 :https://bit.ly/3NV6n5S
link 3 :https://bit.ly/3BfUukD
link 4 :https://bit.ly/3OiMUNC
link 5 :https://bit.ly/46Ltbxk
Join @free4unow_backup for more free resources.
ENJOY LEARNING 👍👍
#cybersecurity
|
|-- Fundamentals
| |-- Introduction to Cybersecurity
| | |-- Importance and Principles of Cybersecurity
| | |-- Types of Cybersecurity (Network, Information, Application, Cloud, etc.)
| | |-- Cybersecurity Threat Landscape (Malware, Phishing, Ransomware, etc.)
| |-- Network Security
| | |-- Firewalls and VPNs
| | |-- Intrusion Detection Systems (IDS)
| | |-- Intrusion Prevention Systems (IPS)
| | |-- Network Access Control
|
|-- Threats and Vulnerabilities
| |-- Types of Cyber Threats
| | |-- Malware (Viruses, Worms, Trojans, etc.)
| | |-- Phishing and Social Engineering
| | |-- Denial of Service (DoS) Attacks
| | |-- Insider Threats
| |-- Vulnerability Assessment
| | |-- Vulnerability Scanning
| | |-- Penetration Testing (Ethical Hacking)
| | |-- Security Audits and Assessments
|
|-- Encryption and Cryptography
| |-- Introduction to Cryptography
| | |-- Symmetric and Asymmetric Encryption
| | |-- Hashing Algorithms (SHA, MD5, etc.)
| | |-- Public Key Infrastructure (PKI)
| |-- Encryption Protocols
| | |-- SSL/TLS
| | |-- IPsec
|
|-- Identity and Access Management (IAM)
| |-- Authentication Mechanisms
| | |-- Password Policies and Multi-Factor Authentication (MFA)
| | |-- Biometric Authentication
| |-- Access Control Models
| | |-- Role-Based Access Control (RBAC)
| | |-- Attribute-Based Access Control (ABAC)
| | |-- Mandatory Access Control (MAC)
|
|-- Incident Response and Forensics
| |-- Incident Response Process
| | |-- Detection, Containment, Eradication, Recovery
| | |-- Incident Response Teams (CSIRT)
| |-- Digital Forensics
| | |-- Evidence Collection and Preservation
| | |-- Data Recovery
| | |-- Forensic Tools (Autopsy, EnCase, etc.)
|
|-- Security Operations
| |-- Security Monitoring
| | |-- Security Information and Event Management (SIEM)
| | |-- Log Management and Analysis
| | |-- Threat Intelligence
| |-- Security Operations Center (SOC)
| | |-- SOC Roles and Responsibilities
| | |-- Incident Management
|
|-- Cloud Security
| |-- Cloud Security Principles
| | |-- Shared Responsibility Model
| | |-- Data Protection in Cloud Environments
| |-- Cloud Security Tools
| | |-- Cloud Access Security Brokers (CASB)
| | |-- Security in Cloud Platforms (AWS, Azure, Google Cloud)
|
|-- Application Security
| |-- Secure Software Development
| | |-- Secure Coding Practices
| | |-- Software Development Life Cycle (SDLC)
| | |-- Secure Code Reviews
| |-- Web Application Security
| | |-- OWASP Top 10
| | |-- SQL Injection, Cross-Site Scripting (XSS), CSRF
|
|-- Compliance and Regulations
| |-- Cybersecurity Standards
| | |-- ISO/IEC 27001, NIST Cybersecurity Framework
| | |-- CIS Controls, SOC 2
| |-- Data Privacy Regulations
| | |-- GDPR
| | |-- HIPAA, CCPA, PCI DSS
|
|-- Advanced Topics
| |-- Advanced Persistent Threats (APT)
| | |-- Detection and Mitigation
| | |-- Threat Hunting
| |-- Blockchain Security
| | |-- Cryptographic Principles
| | |-- Smart Contracts and Security
| |-- IoT Security
| | |-- Securing IoT Devices
| | |-- Network Segmentation for IoT
|
|-- Emerging Trends
| |-- AI and Machine Learning in Cybersecurity
| | |-- AI-Based Threat Detection
| | |-- Automating Incident Response
| |-- Zero Trust Architecture
| | |-- Principles of Zero Trust
| | |-- Implementing Zero Trust in an Organization
|
|-- Soft Skills
| |-- Communication and Collaboration
| | |-- Reporting Security Incidents
| | |-- Collaboration with Other Departments
| |-- Ethical Hacking
| | |-- Red Teaming and Blue Teaming
| | |-- Bug Bounty Programs
Free CyberSecurity Course For FREE
Link 1 :https://bit.ly/3pXTXBZ
Link 2 :https://bit.ly/3NV6n5S
link 3 :https://bit.ly/3BfUukD
link 4 :https://bit.ly/3OiMUNC
link 5 :https://bit.ly/46Ltbxk
Join @free4unow_backup for more free resources.
ENJOY LEARNING 👍👍
#cybersecurity
❤9👍2
Tune in to the 10th AI Journey 2025 international conference: scientists, visionaries, and global AI practitioners will come together on one stage. Here, you will hear the voices of those who don't just believe in the future—they are creating it!
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus! Do you agree with their predictions about AI?
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today! The day's program includes presentations by scientists from around the world:
- Ajit Abraham (Sai University, India) will present on “Generative AI in Healthcare”
- Nebojša Bačanin Džakula (Singidunum University, Serbia) will talk about the latest advances in bio-inspired metaheuristics
- AIexandre Ferreira Ramos (University of São Paulo, Brazil) will present his work on using thermodynamic models to study the regulatory logic of trannoscriptional control at the DNA level
- Anderson Rocha (University of Campinas, Brazil) will give a presentation ennoscriptd “AI in the New Era: From Basics to Trends, Opportunities, and Global Cooperation”.
And in the special AIJ Junior track, we will talk about how AI helps us learn, create and ride the wave with AI.
The day will conclude with an award ceremony for the winners of the AI Challenge for aspiring data scientists and the AIJ Contest for experienced AI specialists. The results of an open selection of AIJ Science research papers will be announced.
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus! Do you agree with their predictions about AI?
On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.
On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today! The day's program includes presentations by scientists from around the world:
- Ajit Abraham (Sai University, India) will present on “Generative AI in Healthcare”
- Nebojša Bačanin Džakula (Singidunum University, Serbia) will talk about the latest advances in bio-inspired metaheuristics
- AIexandre Ferreira Ramos (University of São Paulo, Brazil) will present his work on using thermodynamic models to study the regulatory logic of trannoscriptional control at the DNA level
- Anderson Rocha (University of Campinas, Brazil) will give a presentation ennoscriptd “AI in the New Era: From Basics to Trends, Opportunities, and Global Cooperation”.
And in the special AIJ Junior track, we will talk about how AI helps us learn, create and ride the wave with AI.
The day will conclude with an award ceremony for the winners of the AI Challenge for aspiring data scientists and the AIJ Contest for experienced AI specialists. The results of an open selection of AIJ Science research papers will be announced.
Ride the wave with AI into the future!
Tune in to the AI Journey webcast on November 19-21.
❤5
🔐 Cybersecurity Roadmap
1️⃣ Networking & OS 🌍🖥️: Learn TCP/IP, DNS, HTTP, Linux, and Windows security.
2️⃣ Cyber Threats 🚨⚠️: Understand Malware, Phishing, DDoS, and Social Engineering.
3️⃣ Cryptography 🔑🔒: Study AES, RSA, Hashing, and SSL/TLS.
4️⃣ Ethical Hacking 🏴☠️🕵️♂️: Master tools like Kali Linux, Nmap, and Metasploit.
5️⃣ Web Security 🌐🔍: Learn SQL Injection, XSS, and CSRF protection.
6️⃣ Digital Forensics 🕵️🔎: Work with SIEM, Log Analysis, and Memory Forensics.
7️⃣ Cloud Security ☁️🛡️: Secure AWS, Azure, and GCP.
8️⃣ Compliance 📜🏛️: Understand NIST, ISO 27001, and GDPR.
9️⃣ Career Paths 🚀💼: Choose roles like Penetration Tester, SOC Analyst, or Security Engineer.
🔟 Practice & Certifications 🎓🏆: Train with TryHackMe, HackTheBox, and get certified (Security+, CEH).
1️⃣ Networking & OS 🌍🖥️: Learn TCP/IP, DNS, HTTP, Linux, and Windows security.
2️⃣ Cyber Threats 🚨⚠️: Understand Malware, Phishing, DDoS, and Social Engineering.
3️⃣ Cryptography 🔑🔒: Study AES, RSA, Hashing, and SSL/TLS.
4️⃣ Ethical Hacking 🏴☠️🕵️♂️: Master tools like Kali Linux, Nmap, and Metasploit.
5️⃣ Web Security 🌐🔍: Learn SQL Injection, XSS, and CSRF protection.
6️⃣ Digital Forensics 🕵️🔎: Work with SIEM, Log Analysis, and Memory Forensics.
7️⃣ Cloud Security ☁️🛡️: Secure AWS, Azure, and GCP.
8️⃣ Compliance 📜🏛️: Understand NIST, ISO 27001, and GDPR.
9️⃣ Career Paths 🚀💼: Choose roles like Penetration Tester, SOC Analyst, or Security Engineer.
🔟 Practice & Certifications 🎓🏆: Train with TryHackMe, HackTheBox, and get certified (Security+, CEH).
❤9👍4
🔥 Cybersecurity Project Ideas 🔥
🎯 Password Strength Auditor
🎯 Network Port Scanner (Lite)
🎯 Hash Cracker Trainer (MD5/SHA)
🎯 Log Anomaly Detector
🎯 Secure File Encryption Tool
🎯 Phishing URL Classifier
🎯 2FA Token Generator
🎯 Simple IDS (Intrusion Detection)
🎯 Wi-Fi Attack Simulator
🎯 JWT Token Inspector
🎯 Malware Signature Lookup Tool
🎯 Password Strength Auditor
🎯 Network Port Scanner (Lite)
🎯 Hash Cracker Trainer (MD5/SHA)
🎯 Log Anomaly Detector
🎯 Secure File Encryption Tool
🎯 Phishing URL Classifier
🎯 2FA Token Generator
🎯 Simple IDS (Intrusion Detection)
🎯 Wi-Fi Attack Simulator
🎯 JWT Token Inspector
🎯 Malware Signature Lookup Tool
❤9👍1
5 Debugging Tips Every Developer Should Know 🐞
1️⃣ Reproduce the bug consistently
2️⃣ Read error messages carefully
3️⃣ Use print/log statements strategically
4️⃣ Break the problem into smaller parts
5️⃣ Use a debugger or breakpoints
React ❤️ For More
1️⃣ Reproduce the bug consistently
2️⃣ Read error messages carefully
3️⃣ Use print/log statements strategically
4️⃣ Break the problem into smaller parts
5️⃣ Use a debugger or breakpoints
React ❤️ For More
❤7👍2
Top 9 websites for practicing algorithms and Data structure.
⛓ https://www.hackerrank.com/
⛓ https://leetcode.com/
⛓ https://www.codewars.com/
⛓ https://www.hackerearth.com/for-developers
⛓ https://coderbyte.com/
⛓ https://www.coursera.org/browse/computer-science/algorithms
⛓ https://www.codechef.com/
⛓ https://codeforces.com/
⛓ https://www.geeksforgeeks.org/
⛓ https://www.hackerrank.com/
⛓ https://leetcode.com/
⛓ https://www.codewars.com/
⛓ https://www.hackerearth.com/for-developers
⛓ https://coderbyte.com/
⛓ https://www.coursera.org/browse/computer-science/algorithms
⛓ https://www.codechef.com/
⛓ https://codeforces.com/
⛓ https://www.geeksforgeeks.org/
❤8
Sometimes reality outpaces expectations in the most unexpected ways.
While global AI development seems increasingly fragmented, Sber just released Europe's largest open-source AI collection—full weights, code, and commercial rights included.
✅ No API paywalls.
✅ No usage restrictions.
✅ Just four complete model families ready to run in your private infrastructure, fine-tuned on your data, serving your specific needs.
What makes this release remarkable isn't merely the technical prowess, but the quiet confidence behind sharing it openly when others are building walls. Find out more in the article from the developers.
GigaChat Ultra Preview: 702B-parameter MoE model (36B active per token) with 128K context window. Trained from scratch, it outperforms DeepSeek V3.1 on specialized benchmarks while maintaining faster inference than previous flagships. Enterprise-ready with offline fine-tuning for secure environments.
GitHub | HuggingFace | GitVerse
GigaChat Lightning offers the opposite balance: compact yet powerful MoE architecture running on your laptop. It competes with Qwen3-4B in quality, matches the speed of Qwen3-1.7B, yet is significantly smarter and larger in parameter count.
Lightning holds its own against the best open-source models in its class, outperforms comparable models on different tasks, and delivers ultra-fast inference—making it ideal for scenarios where Ultra would be overkill and speed is critical. Plus, it features stable expert routing and a welcome bonus: 256K context support.
GitHub | Hugging Face | GitVerse
Kandinsky 5.0 brings a significant step forward in open generative models. The flagship Video Pro matches Veo 3 in visual quality and outperforms Wan 2.2-A14B, while Video Lite and Image Lite offer fast, lightweight alternatives for real-time use cases. The suite is powered by K-VAE 1.0, a high-efficiency open-source visual encoder that enables strong compression and serves as a solid base for training generative models. This stack balances performance, scalability, and practicality—whether you're building video pipelines or experimenting with multimodal generation.
GitHub | GitVerse | Hugging Face | Technical report
Audio gets its upgrade too: GigaAM-v3 delivers speech recognition model with 50% lower WER than Whisper-large-v3, trained on 700k hours of audio with punctuation/normalization for spontaneous speech.
GitHub | HuggingFace | GitVerse
Every model can be deployed on-premises, fine-tuned on your data, and used commercially. It's not just about catching up – it's about building sovereign AI infrastructure that belongs to everyone who needs it.
While global AI development seems increasingly fragmented, Sber just released Europe's largest open-source AI collection—full weights, code, and commercial rights included.
✅ No API paywalls.
✅ No usage restrictions.
✅ Just four complete model families ready to run in your private infrastructure, fine-tuned on your data, serving your specific needs.
What makes this release remarkable isn't merely the technical prowess, but the quiet confidence behind sharing it openly when others are building walls. Find out more in the article from the developers.
GigaChat Ultra Preview: 702B-parameter MoE model (36B active per token) with 128K context window. Trained from scratch, it outperforms DeepSeek V3.1 on specialized benchmarks while maintaining faster inference than previous flagships. Enterprise-ready with offline fine-tuning for secure environments.
GitHub | HuggingFace | GitVerse
GigaChat Lightning offers the opposite balance: compact yet powerful MoE architecture running on your laptop. It competes with Qwen3-4B in quality, matches the speed of Qwen3-1.7B, yet is significantly smarter and larger in parameter count.
Lightning holds its own against the best open-source models in its class, outperforms comparable models on different tasks, and delivers ultra-fast inference—making it ideal for scenarios where Ultra would be overkill and speed is critical. Plus, it features stable expert routing and a welcome bonus: 256K context support.
GitHub | Hugging Face | GitVerse
Kandinsky 5.0 brings a significant step forward in open generative models. The flagship Video Pro matches Veo 3 in visual quality and outperforms Wan 2.2-A14B, while Video Lite and Image Lite offer fast, lightweight alternatives for real-time use cases. The suite is powered by K-VAE 1.0, a high-efficiency open-source visual encoder that enables strong compression and serves as a solid base for training generative models. This stack balances performance, scalability, and practicality—whether you're building video pipelines or experimenting with multimodal generation.
GitHub | GitVerse | Hugging Face | Technical report
Audio gets its upgrade too: GigaAM-v3 delivers speech recognition model with 50% lower WER than Whisper-large-v3, trained on 700k hours of audio with punctuation/normalization for spontaneous speech.
GitHub | HuggingFace | GitVerse
Every model can be deployed on-premises, fine-tuned on your data, and used commercially. It's not just about catching up – it's about building sovereign AI infrastructure that belongs to everyone who needs it.
❤3👌2🤩1
✅ Cybersecurity Roadmap for Beginners (2025) 🔒🛡️
1. Understand What Cybersecurity Is
⦁ Protecting systems, networks, and data from digital attacks
⦁ Types: Network security, endpoint protection, cloud security, ethical hacking
2. Learn Computer Basics
⦁ Hardware components, operating systems (Windows & Linux)
⦁ Networking fundamentals: IP addresses, TCP/IP, firewalls
3. Learn Programming Fundamentals
⦁ Start with Python for noscripting and automation
⦁ Basics of Bash for Linux commands
4. Learn Core Security Concepts
⦁ Threats: Malware, phishing, DDoS
⦁ Encryption, access control, vulnerability assessment
5. Learn Networking & OS Security
⦁ Tools: Wireshark for packet analysis, Nmap for scanning
⦁ Secure configurations for Windows/Linux
6. Practice with Hands-On Labs
⦁ Platforms: TryHackMe, Hack The Box, OverTheWire
⦁ Simulate attacks in safe environments
7. Understand Basic Compliance & Ethics
⦁ Frameworks: NIST, ISO 27001
⦁ Legal aspects: Ethical hacking rules, data privacy
8. Work on Projects
⦁ Build a secure home lab
⦁ Vulnerability scanning report
⦁ Simple penetration test simulation
9. Learn Basics of Incident Response
⦁ Detection, analysis, containment
⦁ Logging and monitoring tools like SIEM
10. Bonus Skills
⦁ Certifications: CompTIA Security+, CEH
⦁ Git for version control, cloud basics (AWS/Azure security)
💬 Double Tap ♥️ For More
1. Understand What Cybersecurity Is
⦁ Protecting systems, networks, and data from digital attacks
⦁ Types: Network security, endpoint protection, cloud security, ethical hacking
2. Learn Computer Basics
⦁ Hardware components, operating systems (Windows & Linux)
⦁ Networking fundamentals: IP addresses, TCP/IP, firewalls
3. Learn Programming Fundamentals
⦁ Start with Python for noscripting and automation
⦁ Basics of Bash for Linux commands
4. Learn Core Security Concepts
⦁ Threats: Malware, phishing, DDoS
⦁ Encryption, access control, vulnerability assessment
5. Learn Networking & OS Security
⦁ Tools: Wireshark for packet analysis, Nmap for scanning
⦁ Secure configurations for Windows/Linux
6. Practice with Hands-On Labs
⦁ Platforms: TryHackMe, Hack The Box, OverTheWire
⦁ Simulate attacks in safe environments
7. Understand Basic Compliance & Ethics
⦁ Frameworks: NIST, ISO 27001
⦁ Legal aspects: Ethical hacking rules, data privacy
8. Work on Projects
⦁ Build a secure home lab
⦁ Vulnerability scanning report
⦁ Simple penetration test simulation
9. Learn Basics of Incident Response
⦁ Detection, analysis, containment
⦁ Logging and monitoring tools like SIEM
10. Bonus Skills
⦁ Certifications: CompTIA Security+, CEH
⦁ Git for version control, cloud basics (AWS/Azure security)
💬 Double Tap ♥️ For More
❤22
🚨 6 free online courses by Harvard University, in ML, AI, and Data Science.
𝐈𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐭𝐨 𝐀𝐫𝐭𝐢𝐟𝐢𝐜𝐢𝐚𝐥 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 𝐰𝐢𝐭𝐡 𝐏𝐲𝐭𝐡𝐨𝐧
🔗 Link
𝐃𝐚𝐭𝐚 𝐒𝐜𝐢𝐞𝐧𝐜𝐞: 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠
🔗 Link
𝐇𝐢𝐠𝐡-𝐝𝐢𝐦𝐞𝐧𝐬𝐢𝐨𝐧𝐚𝐥 𝐝𝐚𝐭𝐚 𝐚𝐧𝐚𝐥𝐲𝐬𝐢𝐬
🔗 Link
𝐒𝐭𝐚𝐭𝐢𝐬𝐭𝐢𝐜𝐬 𝐚𝐧𝐝 𝐑
🔗 Link
𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 𝐟𝐨𝐫 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐏𝐫𝐨𝐟𝐞𝐬𝐬𝐢𝐨𝐧𝐚𝐥𝐬
🔗 Link
𝐈𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐭𝐨 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐦𝐢𝐧𝐠 𝐰𝐢𝐭𝐡 𝐏𝐲𝐭𝐡𝐨𝐧
🔗 Link
𝐈𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐭𝐨 𝐀𝐫𝐭𝐢𝐟𝐢𝐜𝐢𝐚𝐥 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 𝐰𝐢𝐭𝐡 𝐏𝐲𝐭𝐡𝐨𝐧
🔗 Link
𝐃𝐚𝐭𝐚 𝐒𝐜𝐢𝐞𝐧𝐜𝐞: 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠
🔗 Link
𝐇𝐢𝐠𝐡-𝐝𝐢𝐦𝐞𝐧𝐬𝐢𝐨𝐧𝐚𝐥 𝐝𝐚𝐭𝐚 𝐚𝐧𝐚𝐥𝐲𝐬𝐢𝐬
🔗 Link
𝐒𝐭𝐚𝐭𝐢𝐬𝐭𝐢𝐜𝐬 𝐚𝐧𝐝 𝐑
🔗 Link
𝐂𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐒𝐜𝐢𝐞𝐧𝐜𝐞 𝐟𝐨𝐫 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐏𝐫𝐨𝐟𝐞𝐬𝐬𝐢𝐨𝐧𝐚𝐥𝐬
🔗 Link
𝐈𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐭𝐨 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐦𝐢𝐧𝐠 𝐰𝐢𝐭𝐡 𝐏𝐲𝐭𝐡𝐨𝐧
🔗 Link
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🛡️ Cybersecurity Roadmap 🔐💻
📂 Start Here
∟📂 Understand What Cybersecurity Is
∟📂 Learn About CIA Triad (Confidentiality, Integrity, Availability)
∟📂 Types of Cyber Attacks (Phishing, Malware, DDoS)
📂 Networking Basics
∟📂 OSI Model & TCP/IP
∟📂 IP Addressing, DNS, DHCP
∟📂 Common Ports & Protocols (HTTP, HTTPS, FTP, SSH)
📂 Operating Systems
∟📂 Windows OS Security Concepts
∟📂 Linux Command Line & Permissions
∟📂 Bash/Shell Scripting Basics
📂 Security Concepts
∟📂 Firewalls, VPNs, IDS/IPS
∟📂 Encryption (Symmetric & Asymmetric)
∟📂 Authentication & Authorization
📂 Tools You Should Know
∟📂 Wireshark (Network Traffic Analysis)
∟📂 Nmap (Port Scanning)
∟📂 Burp Suite (Web App Testing)
∟📂 Metasploit (Penetration Testing)
∟📂 John the Ripper (Password Cracking)
📂 Web Security Basics
∟📂 OWASP Top 10
∟📂 XSS, SQL Injection, CSRF
∟📂 Secure Coding Practices
📂 Practice Platforms
∟📌 TryHackMe
∟📌 Hack The Box
∟📌 OverTheWire
∟📌 VulnHub
📂 Certifications to Target
∟📂 CompTIA Security+
∟📂 CEH (Certified Ethical Hacker)
∟📂 OSCP (for advanced learners)
📂 Next Steps
∟📂 Learn Digital Forensics Basics
∟📂 Explore Cloud Security (AWS/Azure/GCP)
∟📂 Work on Real Labs & Bug Bounty Challenges
Double Tap ♥️ For More
📂 Start Here
∟📂 Understand What Cybersecurity Is
∟📂 Learn About CIA Triad (Confidentiality, Integrity, Availability)
∟📂 Types of Cyber Attacks (Phishing, Malware, DDoS)
📂 Networking Basics
∟📂 OSI Model & TCP/IP
∟📂 IP Addressing, DNS, DHCP
∟📂 Common Ports & Protocols (HTTP, HTTPS, FTP, SSH)
📂 Operating Systems
∟📂 Windows OS Security Concepts
∟📂 Linux Command Line & Permissions
∟📂 Bash/Shell Scripting Basics
📂 Security Concepts
∟📂 Firewalls, VPNs, IDS/IPS
∟📂 Encryption (Symmetric & Asymmetric)
∟📂 Authentication & Authorization
📂 Tools You Should Know
∟📂 Wireshark (Network Traffic Analysis)
∟📂 Nmap (Port Scanning)
∟📂 Burp Suite (Web App Testing)
∟📂 Metasploit (Penetration Testing)
∟📂 John the Ripper (Password Cracking)
📂 Web Security Basics
∟📂 OWASP Top 10
∟📂 XSS, SQL Injection, CSRF
∟📂 Secure Coding Practices
📂 Practice Platforms
∟📌 TryHackMe
∟📌 Hack The Box
∟📌 OverTheWire
∟📌 VulnHub
📂 Certifications to Target
∟📂 CompTIA Security+
∟📂 CEH (Certified Ethical Hacker)
∟📂 OSCP (for advanced learners)
📂 Next Steps
∟📂 Learn Digital Forensics Basics
∟📂 Explore Cloud Security (AWS/Azure/GCP)
∟📂 Work on Real Labs & Bug Bounty Challenges
Double Tap ♥️ For More
❤33
✅ Cybersecurity Basics for Beginners 🔐🧠
1️⃣ What is Cybersecurity?
Protecting systems, networks, and data from digital attacks, theft, or damage.
2️⃣ Common Threats
⦁ Phishing – Fake emails to steal your info
⦁ Malware – Viruses, worms, ransomware
⦁ Man-in-the-Middle – Intercepting your data
⦁ DDoS Attacks – Overloading servers to crash sites
3️⃣ Key Concepts
⦁ Authentication – Verifying identity (passwords, OTPs)
⦁ Encryption – Securing data during storage/transmission
⦁ Firewall – Blocks unauthorized access
⦁ VPN – Encrypts your internet traffic
4️⃣ Best Practices
⦁ Use strong, unique passwords
⦁ Enable 2FA (Two-Factor Authentication)
⦁ Don't click suspicious links or attachments
⦁ Keep software and OS updated
⦁ Use antivirus and firewall protection
5️⃣ Career Paths in Cybersecurity
⦁ Security Analyst
⦁ Ethical Hacker (Pen Tester)
⦁ SOC Analyst
⦁ Security Engineer
⦁ Incident Responder
6️⃣ Learn & Practice
⦁ Platforms: TryHackMe, Hack The Box, Cybrary
⦁ Tools: Wireshark, Burp Suite, Nmap, Metasploit
⦁ Languages: Python, Bash, PowerShell
💡 Tip: Start with basic networking and Linux skills before diving deeper.
💬 Tap ❤️ for more
1️⃣ What is Cybersecurity?
Protecting systems, networks, and data from digital attacks, theft, or damage.
2️⃣ Common Threats
⦁ Phishing – Fake emails to steal your info
⦁ Malware – Viruses, worms, ransomware
⦁ Man-in-the-Middle – Intercepting your data
⦁ DDoS Attacks – Overloading servers to crash sites
3️⃣ Key Concepts
⦁ Authentication – Verifying identity (passwords, OTPs)
⦁ Encryption – Securing data during storage/transmission
⦁ Firewall – Blocks unauthorized access
⦁ VPN – Encrypts your internet traffic
4️⃣ Best Practices
⦁ Use strong, unique passwords
⦁ Enable 2FA (Two-Factor Authentication)
⦁ Don't click suspicious links or attachments
⦁ Keep software and OS updated
⦁ Use antivirus and firewall protection
5️⃣ Career Paths in Cybersecurity
⦁ Security Analyst
⦁ Ethical Hacker (Pen Tester)
⦁ SOC Analyst
⦁ Security Engineer
⦁ Incident Responder
6️⃣ Learn & Practice
⦁ Platforms: TryHackMe, Hack The Box, Cybrary
⦁ Tools: Wireshark, Burp Suite, Nmap, Metasploit
⦁ Languages: Python, Bash, PowerShell
💡 Tip: Start with basic networking and Linux skills before diving deeper.
💬 Tap ❤️ for more
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