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Top Questions People Ask About Pandas, NumPy, Matplotlib & Scikit-learn — Answered!

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 Whether you're a beginner or brushing up on your skills, these are the real-world questions Python learners ask most about key libraries in data science. Let’s dive in! 🐍 🐼 Pandas: Data Manipulation Made Easy 1. How do I handle missing data in a DataFrame? df.fillna( 0 ) # Replace NaNs with 0 df.dropna() # Remove rows with NaNs df.isna(). sum () # Count missing values per column 2. How can I merge or join two DataFrames? pd.merge(df1, df2, on= 'id' , how= 'inner' ) # inner, left, right, outer 3. What is the difference between loc[] and iloc[] ? loc[] uses labels (e.g., column names) iloc[] uses integer positions df.loc[ 0 , 'name' ] # label-based df.iloc[ 0 , 1 ] # index-based 4. How do I group data and perform aggregation? df.groupby( 'category' )[ 'sales' ]. sum () 5. How can I convert a column to datetime format? df[ 'date' ] = pd.to_datetime(df[ 'date' ]) ...

13 Cloud Computing Terminology Quick Read

Cloud computing is a big ocean. Due to increased services, a developer must know the glossary ( keywords) involved.


1) AWS

Amazon Web services

2) Content delivery network (CDN)

It is a distributed system. Servers are located in remote locations. Customers feel that they are accessing the servers.

3) Cloud

A global network to access the resources.

4) Cloud portability

The feature to move data from one Cloud provider to another provider.

5) 
Cloudsourcing

Moving traditional IT operations to Cloud computing.

6) Cloud storage

It is a service providing to users to store data using the internet or other private networks.

7) Cloudware

It is Software that helps to run user applications in cloud computing.



13 Cloud Computing Terminology Quick Read
Terminology


8) Cluster

A group of small computers connected together to form a Single big computer. High availability and load balancing are the main benefits.

9) Consumer cloud

The cloud provider offers services to individual users. You can call it a consumer cloud.

10) Consumption-based pricing model

Cloud computing users must pay some fees to the cloud provides. This fee is based on consumption but not on time-based.

11) Content Management Interoperability Services (CMIS)

An open standard to control documents using web protocols

12) Customer self-service

This is a feature that users can manage cloud computing services using Web Services or APIs.

13) Disruptive technology

Technology with innovative methods and offers benefits to users.

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