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!
This 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.
PC1. Define the format and structure for the dataset
PC2. Define indexes and organize variables as per the defined format
PC3. Identify data types for each variable of the dataset
PC4. Identify and fix missing values in each variable of the dataset
PC5. Identify and fix incorrect data types in each variable of the dataset
PC6. Sort the data and create subsets of the data as required
PC7. Perform operations to transform data types of variables as required
PC8. Identify and deal with data redundancy by normalizing the dataset
PC9. Validate preprocessed data using appropriate tools and processes
Module 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 variables
Module 3 - Exploratory Data Analysis Descriptive Statistics Basic of Grouping ANOVA Correlation Correlation 2
Module 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 Making
Module 5 - Working with Data in Python Model Evaluation Over Fitting, Under fitting and Model Selection Ridge Regression Grid Search Model Refinement
Once you have completed this course, you will earn your certificate.
We believe every learner is an individual and every course is an opportunity to build job-ready skills. Through our human-centered approach to learning, we will empower you to fulfil your professional and personal goals and enjoy career success.
1-on-1 mentoring, live classes, webinars, weekly feedback, peer discussion, and much more.
Hands-on labs and projects tackling real-world challenges. Great for your resumé and LinkedIn profile.
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