Here some resource

Programming

• freeCodeCamp

• CS50 by Harvard University

• GeeksforGeeks

Web Development

• The Odin Project

• MDN Web Docs

🤖 Artificial Intelligence & Machine Learning

• Kaggle Learn

• Google Machine Learning Crash Course

• DeepLearning.AI Resources

Roadmap

1. Python

2. Mathematics (basic statistics, probability)

3. Machine Learning

4. Deep Learning

5. Build projects

🔒 Cybersecurity

• TryHackMe

• Hack The Box Academy

• OWASP Web Security Testing Guide

☁️ Cloud Computing

• AWS Skill Builder

• Microsoft Learn

• Google Cloud Skills Boost

📊 Data Science

• Kaggle Learn

• DataCamp Free Courses

• Python for Everybody

📈 Best Roadmap for a Beginner After 12th

Year 1

• Learn Python

• Learn Git & GitHub

• Learn HTML, CSS, JavaScript

• Build 3–5 projects

Year 2

• Choose one specialization:

  • AI/ML

  • Software Development

  • Cybersecurity

  • Data Science

Year 3

• Create a portfolio on GitHub

• Participate in hackathons

• Apply for internships

Software Engineer / Software Developer

• Build websites, apps, and software.

• Skills: Programming (Python, Java, C++, JavaScript).

• Courses: B.Tech CSE, BCA + MCA.

• High demand in companies like Google, Microsoft, and Amazon.

2. Artificial Intelligence (AI) & Machine Learning Engineer

• Work on AI tools, chatbots, and automation.

• Skills: Python, Machine Learning, Data Science.

• One of the fastest-growing fields.

3. Data Scientist

• Analyze data and help companies make decisions.

• Skills: Statistics, Python, SQL, Data Visualization.

• Excellent salary growth.

4. Cybersecurity Specialist

• Protect systems from hackers and cyberattacks.

• Skills: Networking, Ethical Hacking, Security Tools.

• Growing demand worldwide.

5. Cloud Computing Engineer

• Manage cloud platforms and servers.

• Skills: AWS, Azure, Google Cloud.

• Strong demand in IT companies.

6. Full-Stack Web Developer

• Build complete websites and web applications.

• Skills: HTML, CSS, JavaScript, React, Node.js.

• Can also freelance and earn independently.

7. Game Developer

• Create video games and interactive experiences.

• Skills: C++, Unity, Unreal Engine.

• Great for people who love gaming.

8. UI/UX Designer

• Design user-friendly apps and websites.

• Skills: Figma, Design Thinking, User Research.

• Good option if you're creative.

Most "AI tool" lists are written by people who've never shipped a line of code. Here are 5 I actually use every week:

1. Cursor — AI-native IDE that understands your entire codebase. If you're still using Copilot alone, you're leaving speed on the table.

2. v0 by Vercel — Generate production-ready UI components from natural language. Cuts frontend prototyping time by 80%.

3. Anthropic's tool use — Claude can now call functions, chain API requests, and orchestrate multi-step workflows. Game changer for building agents.

4. NotebookLM — Upload papers, docs, and codebases and get an AI that actually understands context. Better than ChatGPT for research-heavy work.

5. Replit Agent — Full-stack app generation from a prompt. Not perfect yet, but for MVPs and internal tools, it's absurdly fast.

I break down tools like these every week in Neural Drop — practical AI intel for engineers who ship. Free to join.

You're in. Here's how this works:

Every week, you'll get a deep dive on what actually matters in AI/ML — new models, tools worth using, and practical breakdowns you can apply to your own projects.

Community chat is open. Share what you're building, ask questions, and connect with other engineers who are serious about AI.

What to do now:

1. Drop an intro in the Community chat — what you're working on, what you want to learn

2. Turn on notifications so you don't miss a drop

3. Reply to any post if something sparks a question

Let's build.