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- Question 76
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Question 76/178
You have a dataset that includes confidential dat
a. You use the dataset to train a model.
You must use a differential privacy parameter to keep the data of individuals safe and private.
You need to reduce the effect of user data on aggregated results.
What should you do?
a. You use the dataset to train a model.
You must use a differential privacy parameter to keep the data of individuals safe and private.
You need to reduce the effect of user data on aggregated results.
What should you do?
Correct Answer: C
Differential privacy tries to protect against the possibility that a user can produce an indefinite number of reports to eventually reveal sensitive data. A value known as epsilon measures how noisy, or private, a report is. Epsilon has an inverse relationship to noise or privacy. The lower the epsilon, the more noisy (and private) the data is.
Reference:
https://docs.microsoft.com/en-us/azure/machine-learning/concept-differential-privacy
Reference:
https://docs.microsoft.com/en-us/azure/machine-learning/concept-differential-privacy
- Question List (178q)
- Question 1: You register a model that you plan to use in a batch inferen...
- Question 2: Note: This question is part of a series of questions that pr...
- Question 3: You create a workspace by using Azure Machine Learning Studi...
- Question 4: You need to implement a new cost factor scenario for the ad ...
- Question 5: You build a data pipeline in an Azure Machine Learning works...
- Question 6: You need to select a pre built development environment for a...
- Question 7: You configure a Deep Learning Virtual Machine for Windows. Y...
- Question 8: You collect data from a nearby weather station. You have a p...
- Question 9: You are building a regression model tot estimating the numbe...
- Question 10: You use the Azure Machine Learning service to create a tabul...
- Question 11: You have an Azure Machine Learning (ML) model deployed to an...
- Question 12: Note: This question is part of a series of questions that pr...
- Question 13: You plan to use the Hyperdrive feature of Azure Machine Lear...
- Question 14: You are creating a binary classification by using a two-clas...
- Question 15: You train classification and regression models by using auto...
- Question 16: You must store data in Azure Blob Storage to support Azure M...
- Question 17: You need to select a feature extraction method. Which method...
- Question 18: You are developing a deep learning model by using TensorFlow...
- Question 19: You define a datastore named ml-data for an Azure Storage bl...
- Question 20: You create a binary classification model to predict whether ...
- Question 21: You are creating an experiment by using Azure Machine Learni...
- Question 22: You are performing a classification task in Azure Machine Le...
- Question 23: You are conducting feature engineering to prepuce data for f...
- Question 24: Note: This question is part of a series of questions that pr...
- Question 25: Note: This question is part of a series of questions that pr...
- Question 26: Note: This question is part of a series of questions that pr...
- Question 27: You plan to build a team data science environment. Data for ...
- Question 28: You plan to explore demographic data for home ownership in v...
- Question 29: You create an Azure Machine Learning workspace named workspa...
- Question 30: You are performing a filter based feature selection for a da...
- Question 31: Note: This question is part of a series of questions that pr...
- Question 32: Note: This question is part of a series of questions that pr...
- Question 33: You use Azure Machine Learning to deploy a model as a real-t...
- Question 34: You create a multi-class image classification deep learning ...
- Question 35: You are creating a machine learning model. You need to ident...
- Question 36: You have an Azure Machine Learning workspace You plan to use...
- Question 37: You have several machine learning models registered in an Az...
- Question 38: You are developing a hands-on workshop to introduce Docker f...
- Question 39: You train and register a model by using the Azure Machine Le...
- Question 40: Note: This question is part of a series of questions that pr...
- Question 41: You need to correct the model fit issue. Which three actions...
- Question 42: You train and register a model in your Azure Machine Learnin...
- Question 43: You are producing a multiple linear regression model in Azur...
- Question 44: You use the designer to create a training pipeline for a cla...
- Question 45: You create an Azure Machine Learning dataset containing auto...
- Question 46: You are determining if two sets of data are significantly di...
- Question 47: Note: This question is part of a series of questions that pr...
- Question 48: You plan to use a Deep Learning Virtual Machine (DLVM) to tr...
- Question 49: You have an Azure Machine Learning workspace. You run the fo...
- Question 50: You must use in Azure Data Science Virtual Machine (DSVM) as...
- Question 51: You have an Azure Machine Learning workspace that contains a...
- Question 52: You are with a time series dataset in Azure Machine Learning...
- Question 53: You are a data scientist building a deep convolutional neura...
- Question 54: You train a machine learning model. You must deploy the mode...
- Question 55: You plan to preprocess text from CSV files. You load the Azu...
- Question 56: You are a lead data scientist for a project that tracks the ...
- Question 57: You manage an Azure Machine Learning workspace. You train a ...
- Question 58: You plan to provision an Azure Machine Learning Basic editio...
- Question 59: Note: This question is part of a series of questions that pr...
- Question 60: You arc creating a new experiment in Azure Machine Learning ...
- Question 61: You plan to implement a two-step pipeline by using the Azure...
- Question 62: You create an Azure Machine Learning pipeline named pipeline...
- Question 63: You need to select a feature extraction method. Which method...
- Question 64: You use Azure Machine Learning to implement hyperparameter t...
- Question 65: You need to identify the methods for dividing the data accor...
- Question 66: You have a multi-class image classification deep learning mo...
- Question 67: You use the Azure Machine Learning SDK to run a training exp...
- Question 68: You create an Azure Data Lake Storage Gen2 stowage account n...
- Question 69: You plan to run a Python script as an Azure Machine Learning...
- Question 70: You are building an experiment using the Azure Machine Learn...
- Question 71: You are tuning a hyperparameter for an algorithm. The follow...
- Question 72: You are solving a classification task. You must evaluate you...
- Question 73: You are building a recurrent neural network to perform a bin...
- Question 74: You create a multi-class image classification deep learning ...
- Question 75: You need to modify the inputs for the global penalty event m...
- Question 76: You have a dataset that includes confidential dat a. You use...
- Question 77: You create an Azure Machine Learning workspace. You must cre...
- Question 78: You are building an intelligent solution using machine learn...
- Question 79: You have machine learning models produce unfair predictions ...
- Question 80: An organization uses Azure Machine Learning service and want...
- Question 81: You are analyzing a dataset containing historical data from ...
- Question 82: Note: This question is part of a series of questions that pr...
- Question 83: You create a machine learning model by using the Azure Machi...
- Question 84: You create an MLflow model You must deploy the model to Azur...
- Question 85: Note: This question is part of a series of questions that pr...
- Question 86: You use the Azure Machine Learning designer to create and ru...
- Question 87: You are a lead data scientist for a project that tracks the ...
- Question 88: You retrain an existing model. You need to register the new ...
- Question 89: You create an Azure Machine Learning workspace. You must use...
- Question 90: You create an Azure Machine Learning workspace. You must imp...
- Question 91: You manage an Azure Machine Learning workspace by using the ...
- Question 92: You use Data Science Virtual Machines (DSVMs) for Windows an...
- Question 93: Note: This question is part of a series of questions that pr...
- Question 94: You train and register an Azure Machine Learning model You p...
- Question 95: You create an Azure Machine Learning workspace and an Azure ...
- Question 96: You create an Azure Machine Learning workspace. You train an...
- Question 97: You have an Azure Machine learning workspace. The workspace ...
- Question 98: You manage an Azure Machine Learning workspace named workspa...
- Question 99: You are creating a new Azure Machine Learning pipeline using...
- Question 100: The finance team asks you to train a model using data in an ...
- Question 101: You manage an Azure Machine Learning workspace. You create a...
- Question 102: Note: This question is part of a series of questions that pr...
- Question 103: You are building a machine learning model for translating En...
- Question 104: You plan to use a Data Science Virtual Machine (DSVM) with t...
- Question 105: You manage an Azure Machine Learning workspace named workspa...
- Question 106: You create a datastore named training_data that references a...
- Question 107: You create a deep learning model for image recognition on Az...
- Question 108: You deploy a model in Azure Container Instance. You must use...
- Question 109: You have a binary classifier that predicts positive cases of...
- Question 110: You are using the Azure Machine Learning Service to automate...
- Question 111: You previously deployed a model that was trained using a tab...
- Question 112: You use Azure Machine Learning to train a model based on a d...
- Question 113: You create a new Azure subscription. No resources are provis...
- Question 114: Note: This question is part of a series of questions that pr...
- Question 115: You need to implement a scaling strategy for the local penal...
- Question 116: You use an Azure Machine Learning workspace. You have a trai...
- Question 117: You deploy a real-time inference service for a trained model...
- Question 118: Note: This question is part of a series of questions that pr...
- Question 119: You use an Azure Machine Learning workspace. You create the ...
- Question 120: You have a Python script that executes a pipeline. The scrip...
- Question 121: You need to build a feature extraction strategy for the loca...
- Question 122: You arc I mating a deep learning model to identify cats and ...
- Question 123: You are creating a machine learning model in Python. The pro...
- Question 124: You create a binary classification model using Azure Machine...
- Question 125: You are a data scientist creating a linear regression model....
- Question 126: You train and publish a machine teaming model. You need to r...
- Question 127: Note: This question is part of a series of questions that pr...
- Question 128: You need to select a feature extraction method. Which method...
- Question 129: Note: This question is part of a series of questions that pr...
- Question 130: You are using Azure Machine Learning to train machine learni...
- Question 131: You are solving a classification task. You must evaluate you...
- Question 132: You need to define an evaluation strategy for the crowd sent...
- Question 133: You are creating a new experiment in Azure Machine Learning ...
- Question 134: You create an Azure Machine Learning workspace named ML-work...
- Question 135: You have an Azure Machine Learning workspace. You are runnin...
- Question 136: You have a model with a large difference between the trainin...
- Question 137: You are moving a large dataset from Azure Machine Learning S...
- Question 138: You use the Azure Machine Learning SDK in a notebook to run ...
- Question 139: You use the following code to run a script as an experiment ...
- Question 140: Note: This question is part of a series of questions that pr...
- Question 141: Your team is building a data engineering and data science de...
- Question 142: You are a data scientist working for a hotel booking website...
- Question 143: You use the following code to define the steps for a pipelin...
- Question 144: You are retrieving data from a large datastore by using Azur...
- Question 145: You create a classification model with a dataset that contai...
- Question 146: A set of CSV files contains sales records. All the CSV files...
- Question 147: You create an Azure Machine Learning workspace. You are trai...
- Question 148: You are creating a compute target to train a machine learnin...
- Question 149: You need to produce a visualization for the diagnostic test ...
- Question 150: You create an Azure Machine Learning workspace named workspa...
- Question 151: You are developing a data science workspace that uses an Azu...
- Question 152: You are developing code to analyse a dataset that includes a...
- Question 153: You have a dataset that is stored m an Azure Machine Learnin...
- Question 154: You use Azure Machine Learning to train and register a model...
- Question 155: You create a script for training a machine learning model in...
- Question 156: You need to resolve the local machine learning pipeline perf...
- Question 157: You create an Azure Machine Learning dataset. You use the Az...
- Question 158: Note: This question is part of a series of questions that pr...
- Question 159: You plan to use the Hyperdrive feature of Azure Machine Lear...
- Question 160: You create a new Azure Databricks workspace. You configure a...
- Question 161: You create an Azure Machine Learning workspace. You must con...
- Question 162: You create an Azure Machine Learning workspace. You must con...
- Question 163: You train a classification model by using a decision tree al...
- Question 164: You have an Azure blob container that contains a set of TSV ...
- Question 165: You are developing a linear regression model in Azure Machin...
- Question 166: You use Azure Machine Learning to train a model. You must us...
- Question 167: Note: This question is part of a series of questions that pr...
- Question 168: You have a feature set containing the following numerical fe...
- Question 169: You need to obtain the output from the pipeline execution. W...
- Question 170: You create a binary classification model. The model is regis...
- Question 171: You are preparing to use the Azure ML SDK to run an experime...
- Question 172: You need to select an environment that will meet the busines...
- Question 173: You are a data scientist working for a bank and have used Az...
- Question 174: You are building a binary classification model by using a su...
- Question 175: Your Azure Machine Learning workspace has a dataset named re...
- Question 176: You need to replace the missing data in the AccessibilityToH...
- Question 177: Note: This question is part of a series of questions that pr...
- Question 178: You are performing sentiment analysis using a CSV file that ...
