- A single Group can launch only same type of EC2 instance.
- A single Group can launch only one type of AMI
- AMI's need to be present in the same region, rather same zone
- We can not used this group to scale RDS instance
- If we keep ELB as one level higher than Auto Scaling Group, when Scale Down happens, the process instructs ELB to remove EC2 instance from ELB group first.
- Should be cautious about using Elastic IP with Auto Scaling Group. It may not be a cost effective option.
- Max # of Launch configuration per AWS account is 100.
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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