
๐ ๐ ๐๐๐ป๐ฑ๐ฎ๐บ๐ฒ๐ป๐๐ฎ๐น๐
Variance-Bias Trade-off
Regression Algorithms
Classification Algorithms
Clustering Algorithms
Deep Learning (DNN, LSTM, Transformers)
Regularization Methods
Model Evaluation Metrics
Handling Missing Data
Feature Scaling
Dimensionality Reduction
Encoding Categorical Data
Hyperparameter Tuning
Cross-validation
๐ ๐ ๐ฆ๐๐๐๐ฒ๐บ ๐๐ฒ๐๐ถ๐ด๐ป
Chatbot
RAG
Recommenders
Fraud detection
Image classification
Voice recognition
(usually you asked design questions for a system you will work on, e.g if you apply to a team building chatbot, you will ask how to design a chatbot)
๐ ๐ ๐๐ฒ๐ฝ๐น๐ผ๐๐บ๐ฒ๐ป๐
Model Serving (Batch vs Real-Time)
Monitoring and Maintaining Models in Production
Model Retraining Strategies
Workflow Orchestration
Experiment Trackingย
Model Registry and Versioning
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