1️⃣ Machine Learning Engineer 🤖 (ML + Deployment + MLOps)
GitHub: https://github.com/DataTalksClub/mlops-zoomcamp
Build an end-to-end ML system with feature engineering, model training, ML pipelines, experiment tracking, deployment and monitoring — perfect for ML interviews.
Stack: Python, Scikit-Learn, Airflow, Prefect, MLflow, Docker, FastAPI

⸻

2️⃣ Cybersecurity 🔐 (Pentesting + Red Team)
GitHub: https://github.com/OWASP/masvs
Mobile App Security Verification with vulnerability testing, secure coding and industry-accepted standards.
Stack: Security frameworks, pentesting tools, mobile app security

⸻

3️⃣ DevOps / SRE ⚙️ (CI/CD + Kubernetes)
GitHub: https://github.com/kelseyhightower/kubernetes-the-hard-way
Manually deploy Kubernetes, set up networking, security and TLS like real SREs.
Stack: Kubernetes, GCP, Linux containers, networking, security 🚀

Top 80 SQL inteview questions ✌️🔗

Make sure you revise these questions before attending any interview to increase your hiring chances 💯

https://drive.google.com/file/d/131DaNVjKNegeyP_0K29E4O10EE43gN8O/view?usp=drivesdk

All companies placement material in single drive 👇

https://drive.google.com/drive/folders/1NC5wLHUMUye5_5zHzSgTgXDUdVmh43ZU

Top 10 FREE Certification
Must add in your resume 💯✌️

https://docs.google.com/document/d/14FZlgWG0F-doPEJSCjpmznBn6uzypm0ddDSxPJzK0o8/mobilebasic

Deloitte Data Analytics Course {Free} 🔥🔗

https://www.theforage.com/simulations/deloitte-au/data-analytics-s5zy?

Become Ai Engineer in 2026 🔥
( 30 - 40 LPA )

🚀 Follow this roadmap to crack any 30–40 LPA AI role as a fresher

📍 Month 1 – Python + Problem Solving
Learn syntax, OOPs & practice small coding challenges

📍 Month 2 – Core Math for AI
Statistics, Probability & Linear Algebra + hands-on with NumPy & Pandas

📍 Month 3 – Data Visualization & ML Basics
Matplotlib, Seaborn, Scikit-learn → regression, classification, clustering

📍 Month 4 – Deep Learning Foundations
Neural Networks, CNNs, RNNs | TensorFlow / PyTorch

📍 Month 5 – Projects that stand out
Fraud Detection, Movie Recommender, AI Chatbot, Image Classifier

📍 Month 6 – Build Your Personal Brand
GitHub profile, LinkedIn for AI jobs, portfolio website + tools like LangChain, HuggingFace, Streamlit/Gradio

💡 Consistency > Perfection. Start now and grow every day.





📌 Python + OOPs → https://www.youtube.com/watch?v=rfscVS0vtbw
📌 Maths for AI (Linear Algebra) → https://www.khanacademy.org/math/linear-algebra
📌 Probability & Stats → https://www.khanacademy.org/math/statistics-probability
📌 ML Basics (Andrew Ng – Coursera Free) → https://www.coursera.org/learn/machine-learning
📌 Deep Learning (DeepLearning.ai Specialization) → https://www.coursera.org/specializations/deep-learning
📌 TensorFlow Tutorials → https://www.tensorflow.org/tutorials
📌 PyTorch Tutorials → https://pytorch.org/tutorials/
📌 Projects & Datasets → https://www.kaggle.com/datasets

🛠️ Bonus Tools:
Google Colab → https://colab.research.google.com/
GitHub → https://github.com/
Streamlit → https://streamlit.io/
Gradio → https://www.gradio.app/

SQL Scenario Based Questions ✨️

One Drive for Full Stack Data Science ✌️🔥

https://drive.google.com/drive/u/0/mobile/folders/1On9gMJvf9H-_ACBb85vxoeu3c9ykQLWr?

Get your 1st Internship through these sites ✌️💯

Resources:
1. 🔗 https://thehub.io/
2. 🔗 https://wellfound.com/
3. 🔗 https://simplify.jobs/
4. 🔗 https://www.riipen.com/
5. 🔗 https://www.outreachy.org/

Logic Building Repo link 🔥

https://github.com/Upendhar10/LogicBuilding101

Start your Placement Prep with these 5 websites 👇🔥
Very Useful 💯


1. https://skilled.dev/
2. https://interviewcamp.io/
3. https://www.skills.google/
4. https://www.interviewbit.com/
5. https://bytebytego.com/

100 Aptitude Tricks 📖💯

Sharing a website that contains real-world project ideas, clear project descriptions, tech stacks used, and what exactly you should build step by step 👇✨️

https://www.codementor.io/projects

This website is perfect if you’re:
✅ Confused about what project to build
✅ Preparing projects for resume / portfolio

FREE Git & GitHub Learning Links 🔥✌️

1. Git & GitHub full crash course (video tutorial playlist)
https://www.youtube.com/watch?v=zTjRZNkhiEU

2. freeCodeCamp Git & GitHub tutorial (structured beginner course)
https://www.classcentral.com/course/freecodecamp-git-github-56997

3. GitHub Tutorial for Beginners (YouTube style)
https://www.hackr.io/tutorial/github-tutorial-for-beginners

4. Free Git & GitHub basics course (Codebasics)
https://codebasics.io/courses/gitgithub-tutorial

10 Days = 10 Certificates 🎯

1/ Google Certifications: https://developers.google.com/certification

2/ PayPal (Technical Compliance / PCI): https://www.paypal.com/in/webapps/mpp/pci-compliance

3/ Deloitte Academy (Learning & Certifications): https://www.deloitte.com/cy/en/services/deloitte-academy.html

4/ Oracle Certifications: https://academy.oracle.com/en/resources-oracle-certifications.html

5/ IBM Certifications: https://www.pearsonvue.com/us/en/ibm.html

6/ Meta Certifications: https://www.facebook.com/business/learn/certification

7/ Microsoft: https://learn.microsoft.com/en-us/shows/intro-to-python-development/

8/ DeepLearning: https://www.coursera.org/specializations/deep-learning

9/ Python 3: https://www.codecademy.com/learn/learn-python-3

10/ Python Labs: https://www.simplilearn.com/learn-python-libraries-free-course-skillup

These 25 algorithms completely changed my coding journey 💻👇

https://drive.google.com/file/d/1c8nB5hT0dmKwGciNLFgFAVtTHwhd8ZM6/view

After learning the right algorithms, everything became clear —
✔️ Logic
✔️ Confidence
✔️ Interview preparation

If you’re a student confused about where to start,
or a working professional trying to pivot into AI without burnout — this is for you 💯🚀

Complete 6-Month AI Engineer Roadmap 👇

https://medium.com/%40id.shivanjali/6-month-ai-engineer-roadmap-d058f90e327e

✅ Master these 10 and you’re job-ready 💻📊

In most tech & data jobs, Excel isn’t about remembering everything —
it’s about knowing the right formulas and how to apply them 👇

https://drive.google.com/file/d/1s8HiL79NjrTDSE8L6DDOevf15spzKGXn/view

2026 won't change your life.
Your systems will 🙌

Sharing a FREE Habit Tracker — use it daily and move closer to your goals & dreams. 🚀

How to use it:
• Open the Google Sheet
• Make a copy to your Google Drive
• Track daily. No guessing.

https://docs.google.com/spreadsheets/d/1I0-AXfWfhaAepeNzNUNVtd7g3n5b1aTbesd0FtHK1aE/htmlview

No company can reject you if you truly master these 3 GitHub repositories 🚀

1. Every DSA patterns ever
https://github.com/thealgorithms

2. Full Stack Development
https://github.com/fullstack-hy2020

3. Deep Learning
https://github.com/christoschristofidis