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23 topicsML Engineer
Build, train, deploy, and maintain machine learning models in production.
- ML Engineer
- Python for ML
- NumPy & Pandas
- Matplotlib & Seaborn
- Math Foundations
- Linear Algebra
- Statistics & Probability
- Data Preprocessing
- Cleaning & Feature Engineering
- Scikit-learn
- Classification & Regression
- Neural Networks
- Backpropagation & Activation
- PyTorch / TensorFlow
- Training Loops & Optimizers
- CNNs / RNNs / Transformers
- Attention & Fine-tuning LLMs
- MLOps
- Training Pipelines & CI
- Model Serving
- FastAPI & TorchServe
- Experiment Tracking (MLflow)
- Cloud ML
- SageMaker & Vertex AI