Data Science

Module 1
Introduction to Pandas
9 Topics
Data Structure
Data Frames
Reindexing
Dropping entries from an axis
Selection and Filtering
Arithmetic and Data Alignment
Sorting
Axis Indexes with Duplicate Levels
Assignment – Introduction to Pandas
Module 2
Data Cleaning and Wrangling with Pandas
4 Topics
Combining Concatenating Pivoting
Filling in Missing Data
Removing Duplicates
Assignment – Data Cleaning & Wrangling
Module 3
Visualizations – Matplot
4 Topics
Data_Visualization_1
Data_Visualization_2
Data_Visualization_3
Assignment- Data Visualization
Module 4
Predictive Analytics with python
23 Topics
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
Projects
Capstone Project 1
1 Topic
Diabetes Data Set
Capstone Project 2
1 Topic
Car Insurance Claim
Soft Skills
Soft Skills Training
8 Topics
Day 1
Day 2
Day 3
Day 4
Day 5
Day 6
Day 7
Day 8
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Assignment – Introduction to Pandas

Course Test Data Science Introduction to Pandas Assignment – Introduction to Pandas

Introduction to Pandas_ipynb file

Assignment - Introduction to Pandas

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