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Ai Skills That Will Get You Hired in 2025 ✅
Complete 2025 Roadmap 👇
https://drive.google.com/file/d/160JFtJWY9S0JtjZfPL28drJ_pj45mQRy/view?usp=drivesdk
AI Engineering Roadmap 2025-2026 🛣️
I wish I had this when I started 🥲 This is the best roadmap to become an AI Engineer
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🧠 Computer Science Specializations Overview
🔸 1. Computer Science (Core)
📌 Focus: Fundamental CS concepts
📚 Topics: Programming, Data Structures, Algorithms, OS, DBMS
💼 Career: Software Developer, Systems Engineer
🔸 2. Computer Science with AI/ML
🤖 Focus: Artificial Intelligence & Machine Learning
📚 Topics: Data Analysis, ML Models, Neural Networks, Deep Learning
💼 Career: ML Engineer, Data Scientist, AI Researcher
🔸 3. Computer Science with Cybersecurity
🛡 Focus: Securing systems and data
📚 Topics: Cryptography, Network Security, Ethical Hacking, Pen Testing
💼 Career: Cybersecurity Analyst, Ethical Hacker
🔸 4. Computer Science with Blockchain
⛓️ Focus: Decentralized applications and systems
📚 Topics: Blockchain Basics, Smart Contracts, DApps, Crypto
💼 Career: Blockchain Developer, Web3 Engineer
📘 Year-wise Subjects Overview
✅ 1st Year (Common for All)
👨💻 Programming (Python/Java)
📐 Mathematics (Discrete Math, Linear Algebra)
💡 Digital Logic, Computer Fundamentals
✅ 2nd Year (Start of Specialization)
🔹 Core: DS & Algo, DBMS, Computer Organization
🔹 AI/ML: Intro to AI, ML Basics, Data Mining
🔹 Cybersecurity: Cryptography, Network Security
🔹 Blockchain: Blockchain Basics, Distributed Systems
✅ 3rd Year (Specialization Focused)
🔹 Core: OS, Software Engineering, TOC
🔹 AI/ML: Deep Learning, NLP, Computer Vision
🔹 Cybersecurity: Ethical Hacking, Pen Testing
🔹 Blockchain: Smart Contracts, DApps, Crypto Concepts
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A-Z Complete Full-Stack web 🔥
Development Roadmap👇
1.Web Fundamentals:
• HTML
• CSS
• JavaScript Basics
2. Front-End beginner:
• Advanced HTML
• Advanced CSS
• Responsive Design
• CSS Grid
• Flexbox
- JavaScript Frameworks:
• React.js
• Angular
• Vue.js
- State Management:
• Redux,
• Context API (React),
• Vuex (Vue)
- Styling Libraries:
• Bootstrap
• Material-UI
• Tailwind CSS
- Build Tools:
• Webpack
• Parcel
- Version Control:
• Git
• GitHub
• GitLab
3. Back-End Beginner:
- Server-Side Languages:
• Node.js (JavaScript)
• Python
• Ruby
• Java
• C#
- Web Frameworks:
• Express.js (Node.js)
• Django (Python)
• Ruby on Rails (Ruby)
- Databases:
• SQL
• NoSQL
- API Development:
• RESTful APIs
• GraphQL
- Authentication & Authorization:
• JWT
• OAuth
- ORM/ODM:
• Sequelize (Node.js)
• SQLAlchemy (Python)
• ActiveRecord (Ruby)
- Web Security:
• OWASP Top Ten
• HTTPS
• CORS
4. Database Management:
- Database Modeling:
• ER Diagrams
• Database Normalization
- Advanced Queries:
• Joins
• Subqueries
• Indexing
- Transactions and Concurrency:
• ACID Properties
• Locking Mechanisms
5. API & Microservices:
- RESTful API Design:
• API Endpoints
• HTTP Methods
- Microservices Architecture:
• Docker
• Kubernetes
- Message Brokers:
• RabbitMQ
• Apache Kafka
6. Testing:
- Unit Testing:
• Jest (JavaScript)
• pytest (Python)
• RSpec (Ruby)
- Integration Testing:
• SuperTest (Node.js)
• Requests (Python)
- CI/CD:
• Jenkins
• GitLab CI
• Travis CI
7. Front-End Advanced:
- Front-End Frameworks:
• Next.js (React)
• Nuxt.js (Vue.js)
- State Management:
• MobX (React)
• Vuex (Vue.js)
• Server-Side Rendering (SSR)
• Static Site Generation (SSG)
8. Back-End Advanced:
- Serverless Architecture:
• AWS Lambda
• Azure Functions
- GraphQL:
• Apollo Server
• Express-GraphQL
- WebSockets:
• Socket . io (Node.js)
• Action Cable (Ruby on Rails)
9. DevOps and Deployment:
- Cloud Platforms:
• AWS
• Azure
• Google Cloud Platform
- Server Configuration:
• Nginx
• Apache
- Load Balancing and Scaling:
• HAProxy
• NGINX Load Balancer
- Monitoring and Logging:
• Prometheus,
• ELK Stack (Elasticsearch, Logstash, Kibana)
10. Mobile Development (Optional):
• React Native (React)
• Flutter (Dart)
11.Version Control:
• Git
• GitHub Actions
• GitLab CI/CD
12.Other Skills:
- Agile Methodologies:
• Scrum
• Kanban
- Soft Skills:
• Communication
• Problem-Solving
• Time Management
Don't forget to react ❤️
现已上线!2025 年 Telegram 研究 — 年度关键洞察 
