- Key pairs consist of a public and private key, where you use the private
key to create a digital signature, and then AWS uses the corresponding
public key to validate the signature. Key pairs are used only for Amazon EC2 and
Amazon CloudFront.
For Amazon EC2, you use key pairs to access Amazon EC2 instances like when you use SSH to log in to a Linux instance. For more information, see Connecting to Amazon EC2 Instances in the Amazon Elastic Compute Cloud Developer Guide.
Aspect Data Wrangling (Data Preprocessing) Exploratory Data Analysis (EDA) Objective Prepare raw data for modeling by cleaning, transforming, and formatting it appropriately. Explore and understand the data to gain insights, identify patterns, and make decisions on data handling and modeling. Order Typically performed as a preliminary step before EDA. Usually conducted after data wrangling to further investigate data characteristics. Data Handling Focuses on data cleaning, filling missing values, encoding categorical variables, and scaling features. Involves data visualization, statistical analysis, and summary statistics to uncover patterns, relationships, and anomalies. Techniques Techniques include imputation, outlier detection, feature scaling, and one-hot encoding. Techniques include histograms, scatter plots, box plots, correlation matrices, and descriptive statistics. Data Transformation Involves structural changes to the dataset, such as feature engineering, data normaliz...
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