Predictive Analytics: Performing Classification Using Machine Learning
Predictive Analytics 2022
| Intermediate
- 13 videos | 1h 21m 58s
- Includes Assessment
- Earns a Badge
Species identification is an important step in many agricultural processes. With supply chain globalization and strict grading norms imposed by importing nations on the composition of consignments, machine learning (ML) techniques geared towards classification are becoming increasingly relevant in agriculture. In this course, learn how to perform exploratory data analysis on data about beans. Next, discover how to visualize the data to get a sense of the relationships between the attributes, perform logistic regression to classify the beans, and explore the result metrics of the model. Finally, practice performing feature selection and using other types of machine learning models. Upon completion, you'll be able to analyze agricultural data, recognize relationships between attributes, and classify data based on type.
WHAT YOU WILL LEARN
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discover the key concepts covered in this coursecreate an Azure Machine Learning workspaceuse Azure Machine Learningread in data to pandas data frames and explore the datavisualize data attributesview attribute relationships in the dataset up data for performing classification
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classify types using machine learning (ML)select the most important attributes for classificationperform feature selection for classificationset up a classifierclassify data by type using machine learning modelssummarize the key concepts covered in this course
IN THIS COURSE
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1.Course Overview1m 22sUP NEXT
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2.Creating an Azure Machine Learning Workspace3m 27s
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3.Using Azure Machine Learning7m 59s
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4.Reading in Data Using pandas6m 33s
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5.Visualizing Data Attributes6m 10s
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6.Viewing Attribute Relationships6m 31s
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7.Setting Up Data for Classification7m 8s
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8.Classifying Types Using Machine Learning8m 34s
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9.Selecting Important Attributes for Classification9m 40s
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10.Performing Feature Selection for Classification7m 29s
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11.Setting Up a Classifier7m 16s
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12.Classifying by Type6m 45s
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13.Course Summary3m 5s
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