Statistics: The Backbone of Data Analysis & Data Science
Statistics provides the methods to collect, analyze, and interpret data effectively. It helps uncover patterns, test hypotheses, and make data-driven decisions, forming the foundation for data analysis, machine learning, and predictive modeling.
What's Included
24
Lessons
9h 28m
Duration
Certificate
What You'll Master
Skills and outcomes you'll walk away with
1. Introduction to Statistics & Data Science
2. Fundamentals of Mathematics for Statistics
3. Data Collection & Sampling Techniques
4. Descriptive Statistics
5. Data Visualization for Statistics
6. Probability Fundamentals
Course Curriculum
24 lessons • 9h 28m total
1. Introduction to Statistics & Data Science
2. Fundamentals of Mathematics for Statistics
3. Data Collection & Sampling Techniques
4. Descriptive Statistics
5. Data Visualization for Statistics
6. Probability Fundamentals
7. Probability Distributions
8. Inferential Statistics
9. Correlation & Covariance
10. Regression Analysis
11. Statistical Tests
12. Exploratory Data Analysis (EDA)
13. Feature Engineering & Statistical Pre-processing
14. Bayesian Statistics
15. Time Series Statistics
16. Multivariate Statistics
17. Statistical Machine Learning
18. Deep Statistical Concepts
19. Statistical Computing Tools
20. Real-World Statistical Applications
21. Advanced Research Statistics
22. Statistical Ethics & Responsible AI
23. Capstone Projects & Case Studies
24. Interview Preparation & Career Readiness
Certification Path
Certification Exam
30 multiple-choice questions • 70% passing score required
Final Capstone: Multi-Platform Real-Time Collaboration Tool
For this final project, you will build a full-stack application using the Firebase suite. The application must include: 1) Firebase Authentication (Email/Password or Social login), 2) Cloud Firestore for real-time data persistence of a shared resource (like a chat room, project board, or inventory tracker), 3) Firebase Storage for user-generated media, and 4) Firebase Cloud Functions to automate a backend task such as sending a welcome email or resizing an image. You must also deploy your web app using Firebase Hosting and configure Security Rules to ensure data privacy.
Verified Certificate
Earn a verified PDF certificate with unique verification ID upon completion • ₹299
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Certificate: ₹299
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