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Data Science

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Introduction to Pandas 9 Topics

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Dropping entries from an axis

Selection and Filtering

Arithmetic and Data Alignment

Axis Indexes with Duplicate Levels

Assignment – Introduction to Pandas

Data Cleaning and Wrangling with Pandas 4 Topics

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Combining Concatenating Pivoting

Filling in Missing Data

Removing Duplicates

Assignment – Data Cleaning & Wrangling

Visualizations – Matplot 4 Topics

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Data_Visualization_1

Data_Visualization_2

Data_Visualization_3

Assignment- Data Visualization

Predictive Analytics with python 23 Topics

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Overview of Predictive Analytics

Overview of Linear Regression

Linear Regression

Linear Regression Case Study Data Cleaning & Viz

Linear Regression Case Study Data Viz Categorical & Continuous data

Linear Regression Case Study Model Building

Assignment_Linear Regression 1

Assignment_Linear Regression 2

Predictive Analytics Logistics Regression 1

Predictive Analytics Logistics Regression 2

Assignment_Logistic Regression

Predictive Analytics Decision Tree 1

Predictive Analytics Decision Tree 2

Predictive Analytics Decision Tree 3

Assignment_Decision_Tree

Ensemble Learning Random Forest

Unsupervised Learning K-Means

Assignment_Unsupervised_Learning_K_Means

Hierarchical Clustering Concept

Hierarchical Clustering Practical

1 of 2

Capstone Project 1 1 Topic

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Diabetes Data Set

Capstone Project 2 1 Topic

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Lesson Content

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Car Insurance Claim

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