CS CORNER Sunita Rai
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All study material AND coding related stuffs 🎁

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Group Link: telegram.me/cscorner
Discussion Link: telegram.me/cscornersunitarai

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πŸš€ Roadmap to Become a Machine Learning Engineer πŸ’»

πŸ“‚ Programming Basics
β€ƒβˆŸπŸ“‚ Master Python & OOP
β€ƒβ€ƒβˆŸπŸ“‚ Learn Data Structures & Algorithms
β€ƒβ€ƒβ€ƒβˆŸπŸ“‚ Master Git & Version Control

πŸ“‚ Mathematics for ML
β€ƒβˆŸπŸ“‚ Linear Algebra & Calculus
β€ƒβ€ƒβˆŸπŸ“‚ Probability & Statistics
β€ƒβ€ƒβ€ƒβˆŸπŸ“‚ Optimization Techniques

πŸ“‚ Data Handling & Processing
β€ƒβˆŸπŸ“‚ Work with Pandas & NumPy
β€ƒβ€ƒβˆŸπŸ“‚ Data Cleaning & Preprocessing
β€ƒβ€ƒβ€ƒβˆŸπŸ“‚ Feature Engineering & Selection

πŸ“‚ Machine Learning Fundamentals
β€ƒβˆŸπŸ“‚ Understand Supervised & Unsupervised Learning
β€ƒβ€ƒβˆŸπŸ“‚ Master Scikit-Learn & ML Algorithms
β€ƒβ€ƒβ€ƒβˆŸπŸ“‚ Model Training, Evaluation & Tuning

πŸ“‚ Deep Learning & Neural Networks
β€ƒβˆŸπŸ“‚ Learn TensorFlow & PyTorch
β€ƒβ€ƒβˆŸπŸ“‚ Build & Train Neural Networks
β€ƒβ€ƒβ€ƒβˆŸπŸ“‚ Master CNNs, RNNs & Transformers

πŸ“‚ ML System Deployment
β€ƒβˆŸπŸ“‚ Learn Model Deployment (Flask, FastAPI)
β€ƒβ€ƒβˆŸπŸ“‚ Work with MLOps & Cloud Platforms
β€ƒβ€ƒβ€ƒβˆŸπŸ“‚ Deploy Models to Production

πŸ“‚ Projects & Real-World Applications
β€ƒβˆŸπŸ“‚ Build End-to-End ML Projects
β€ƒβ€ƒβˆŸπŸ“‚ Work on Open-Source Contributions
β€ƒβ€ƒβ€ƒβˆŸπŸ“‚ Showcase on GitHub & Kaggle

πŸ“‚ Interview Preparation & Job Hunting
β€ƒβˆŸπŸ“‚ Solve ML Coding Challenges
β€ƒβ€ƒβˆŸπŸ“‚ Learn System Design for ML
β€ƒβ€ƒβ€ƒβˆŸπŸ“‚ Network & Apply for Jobs

βœ…οΈ Get Hired

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