Learn how to analyze data using Python. From the basics of data manipulation in Python to exploring many different types of data with the pandas package, you will learn how to prepare data for analysis, perform simple statistical analyses, create meaningful data visualizations, predict future trends from data, and more!

NOS 8102This course will take you from the basics of Python to exploring many different types of data. You will learn how to prepare data for analysis, perform simple statistical analyses, create meaningful data visualizations, predict future trends from data, and more! This NASSCOM approved course will satisfy NOS 8102, PCs 1-9.N8102PC1. Define the format and structure for the datasetPC2.	Define indexes and organize variables as per the defined formatPC3.	Identify data types for each variable of the datasetPC4.	Identify and fix missing values in each variable of the datasetPC5.	Identify and fix incorrect data types in each variable of the datasetPC6.	Sort the data and create subsets of the data as requiredPC7.	Perform operations to transform data types of variables as requiredPC8.	Identify and deal with data redundancy by normalizing the datasetPC9.	Validate preprocessed data using appropriate tools and processesModule 1 - Introduction Learning Objectives Understanding the Domain Understanding the Dataset Python package for data science Importing and Exporting Data in Python Basic Insights from Datasets Module 2 - Data Wrangling Identify and Handle Missing Values Data Formatting Data NormalizationSets Binning Indicator variablesModule 3 - Exploratory Data Analysis Descriptive Statistics Basic of Grouping ANOVA Correlation Correlation 2Module 4 - Model Development Simple and Multiple Linear Regression Model Evaluation using Visualization Polynomial Regression and Pipelines R-squared and MSE for In-Sample Evaluation Prediction and Decision MakingModule 5 - Working with Data in Python Model Evaluation Over Fitting, Under fitting and Model Selection Ridge Regression Grid Search Model Refinement

Data Analysis with Python (SKO 8102)

Overview

Data Analysis with Python (SKO 8102) - SkillUp Online

Data Analysis with Python (SKO 8102)

Overview