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🚀 Roadmap to Become a Cloud Engineer 📂 Fundamentals & Core Skills  ∟📂 Master Programming (Python, Bash, etc.) & OOP   ∟📂 Learn Networking & Operating Systems    ∟📂 Get comfortable with Linux & Command Line Tools 📂 Cloud Platforms  ∟📂 Get familiar with AWS, Azure, or GCP   ∟📂 Understand core services (Compute, Storage, Networking)    ∟📂 Hands-on labs & free tier projects 📂 DevOps & Automation  ∟📂 Learn CI/CD (Jenkins, GitHub Actions)   ∟📂 Containerization (Docker, Kubernetes)    ∟📂 Automate deployments & monitoring 📂 Infrastructure as Code (IaC)  ∟📂 Master tools like Terraform & CloudFormation   ∟📂 Learn versioning & automation of infrastructure    ∟📂 Build repeatable, scalable cloud architectures 📂 Cloud Security & Best Practices  ∟📂 Understand Identity & Access Management (IAM)   ∟📂 Learn security best practices for the cloud    ∟📂 Implement monitoring & incident response 📂 Projects & Real-World Experience  ∟📂 Build end-to-end cloud solutions   ∟📂 Deploy scalable web apps    ∟📂 Document & share your projects on GitHub 📂 Certifications & Continuous Learning  ∟📂 Earn cloud certifications (AWS, Azure, GCP)   ∟📂 Attend webinars, courses & community meetups    ∟📂 Stay updated with emerging trends ✅️ Get Hired React ❤️ for More 👨‍💻

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🚀 Roadmap to Become a Machine Learning Engineer 💻 📂 Programming Basics  ∟📂 Master Python & OOP   ∟📂 Learn Data Structures & Algorithms    ∟📂 Master Git & Version Control 📂 Mathematics for ML  ∟📂 Linear Algebra & Calculus   ∟📂 Probability & Statistics    ∟📂 Optimization Techniques 📂 Data Handling & Processing  ∟📂 Work with Pandas & NumPy   ∟📂 Data Cleaning & Preprocessing    ∟📂 Feature Engineering & Selection 📂 Machine Learning Fundamentals  ∟📂 Understand Supervised & Unsupervised Learning   ∟📂 Master Scikit-Learn & ML Algorithms    ∟📂 Model Training, Evaluation & Tuning 📂 Deep Learning & Neural Networks  ∟📂 Learn TensorFlow & PyTorch   ∟📂 Build & Train Neural Networks    ∟📂 Master CNNs, RNNs & Transformers 📂 ML System Deployment  ∟📂 Learn Model Deployment (Flask, FastAPI)   ∟📂 Work with MLOps & Cloud Platforms    ∟📂 Deploy Models to Production 📂 Projects & Real-World Applications  ∟📂 Build End-to-End ML Projects   ∟📂 Work on Open-Source Contributions    ∟📂 Showcase on GitHub & Kaggle 📂 Interview Preparation & Job Hunting  ∟📂 Solve ML Coding Challenges   ∟📂 Learn System Design for ML    ∟📂 Network & Apply for Jobs ✅️ Get Hired React "❤️" for More 👨‍💻