Podcast
Questions and Answers
Which component of the Machine Learning system is responsible for interpreting search queries and communicating with the ML model for recommendation?
Which component of the Machine Learning system is responsible for interpreting search queries and communicating with the ML model for recommendation?
- Backend API (correct)
- Database
- Machine Learning Model
- Frontend
Which step in the training pipeline involves cleaning, feature extraction, and splitting data?
Which step in the training pipeline involves cleaning, feature extraction, and splitting data?
- Evaluation
- Deployment
- Data Preprocessing (correct)
- Model Training
What is the purpose of the Cache component in the Machine Learning system for Airbnb's search functionality?
What is the purpose of the Cache component in the Machine Learning system for Airbnb's search functionality?
- To store frequent queries for faster retrieval (correct)
- To provide ranked listings
- To store property listings
- To collect user behavior metrics
Which type of data is used to train the Machine Learning model for Airbnb's search functionality?
Which type of data is used to train the Machine Learning model for Airbnb's search functionality?
What is the purpose of ensemble methods?
What is the purpose of ensemble methods?
Which step in the runtime flow involves interpreting the search query from the frontend?
Which step in the runtime flow involves interpreting the search query from the frontend?
What kind of features are used in the Feature Engineering stage of the Machine Learning system for Airbnb's search functionality?
What kind of features are used in the Feature Engineering stage of the Machine Learning system for Airbnb's search functionality?
What is the purpose of rate limiting in the system?
What is the purpose of rate limiting in the system?
Which filtering technique leverages user-item interactions to make recommendations in the Machine Learning system for Airbnb's search functionality?
Which filtering technique leverages user-item interactions to make recommendations in the Machine Learning system for Airbnb's search functionality?
Which step in the runtime flow filters out listings that don't meet the criteria like availability?
Which step in the runtime flow filters out listings that don't meet the criteria like availability?
What type of data is collected by the Analytics Engine in the Machine Learning system for Airbnb's search functionality?
What type of data is collected by the Analytics Engine in the Machine Learning system for Airbnb's search functionality?
Which component of the Machine Learning system stores property listings, user information, and historical booking data?
Which component of the Machine Learning system stores property listings, user information, and historical booking data?
What is the purpose of horizontal scaling in the system?
What is the purpose of horizontal scaling in the system?
What kind of features are used to capture contextual information in the Machine Learning system for Airbnb's search functionality?
What kind of features are used to capture contextual information in the Machine Learning system for Airbnb's search functionality?
Which step in the training pipeline involves using distributed training if the dataset is large?
Which step in the training pipeline involves using distributed training if the dataset is large?
Which model selection technique is used for sorting the listings effectively in the Machine Learning system for Airbnb's search functionality?
Which model selection technique is used for sorting the listings effectively in the Machine Learning system for Airbnb's search functionality?
What is the purpose of batch inference in the system?
What is the purpose of batch inference in the system?
Which step in the runtime flow displays the ranked listings on the frontend?
Which step in the runtime flow displays the ranked listings on the frontend?
What kind of data is used to create embeddings in the Feature Engineering stage of the Machine Learning system for Airbnb's search functionality?
What kind of data is used to create embeddings in the Feature Engineering stage of the Machine Learning system for Airbnb's search functionality?
What is the purpose of caching in the system?
What is the purpose of caching in the system?
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