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PRE-PROCESSING
All About Data
What is Data
Preprocessing
The pre-processing stage converts raw data
from its natural state to a standard format
suitable for analysis.
It is an important part of machine learning
development services, as data pre-processing
enables increased accuracy and efficiency in the
final product.
Types of Data
• Numerical Data
• Categorical Data
• Text Data
Time Series Data
Import Datasets
Import Libraries
Manage Missing Data
Get the Dataset
Steps of Data Pre-processing
Encoding Data
Dataset into Test Set
Scaling the Features
Characteristics
of Data Preparation
Data validation is the process by which
businesses examine and judge whether the
raw data for a project is complete and
accurate in order to achieve the best results.
1
Data imputation is the process of manually
inputting missing numbers and correcting
data errors discovered during the validation
process or through coding, such as
business process automation.
2
Pre-Processing is a Must in Machine
Learning Development Services
Machine learning development services must include data. Companies generally
hire data analysts to pre-process the data before going to a machine learning
development company to create the final product. Get in touch with MoogleLabs
today, and start your journey of utilizing the latest technology to improve your
operations today.
www.mooglelabs.com

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Data Pre-Processing

  • 2. What is Data Preprocessing The pre-processing stage converts raw data from its natural state to a standard format suitable for analysis. It is an important part of machine learning development services, as data pre-processing enables increased accuracy and efficiency in the final product.
  • 3. Types of Data • Numerical Data • Categorical Data • Text Data Time Series Data
  • 4. Import Datasets Import Libraries Manage Missing Data Get the Dataset Steps of Data Pre-processing Encoding Data Dataset into Test Set Scaling the Features
  • 5. Characteristics of Data Preparation Data validation is the process by which businesses examine and judge whether the raw data for a project is complete and accurate in order to achieve the best results. 1 Data imputation is the process of manually inputting missing numbers and correcting data errors discovered during the validation process or through coding, such as business process automation. 2
  • 6. Pre-Processing is a Must in Machine Learning Development Services Machine learning development services must include data. Companies generally hire data analysts to pre-process the data before going to a machine learning development company to create the final product. Get in touch with MoogleLabs today, and start your journey of utilizing the latest technology to improve your operations today.