Zero-to-Expert Tutorial

Data Science Complete Learning Path

Data science turns raw data into reliable analysis through acquisition, cleaning, numerical work, exploration, visualization, statistics, and reproducible reporting.

  • Starts from zero
  • 81 lessons
  • 15 modules
  • 6 projects
Start Tutorial
Begin From ZeroNo prior subject knowledge is assumed.
Ordered ModulesFollow the curriculum in order without skipping prerequisites.
Complete ProjectsPlan, build, integrate, test, and refine real outcomes.
Direct Lesson AccessEvery curriculum item links directly to its lesson.
About this tutorial

Learn Data Science from the beginning

Data science turns raw data into reliable analysis through acquisition, cleaning, numerical work, exploration, visualization, statistics, and reproducible reporting.

This continuous 81-lesson curriculum starts from zero, introduces every required tool and concept in order, and progresses through Prerequisites, First Analysis, Workflow, Data Science Foundations, NumPy, pandas Fundamentals before capstone work.

Who this tutorial is for

Learners beginning with data analysis and practitioners strengthening end-to-end analytical workflows before predictive modeling.

Prerequisites

No previous Data Science experience is required. The opening curriculum begins with “What Data Science Is and What a Data Scientist Actually Does” and introduces setup, accounts, software, terminology, and prerequisite checkpoints before advanced work.

Master curriculum

Complete Data Science Tutorial

Follow all 81 lessons in exact curriculum order. Open any lesson directly from the curriculum below and follow the modules in order.

Module 1

Start Here

2 lessons · Start from Zero

Module 2

Prerequisites

1 lessons · Start from Zero

Module 3

Setup

3 lessons · Start from Zero

Module 4

First Analysis

4 lessons · Beginner

ADVERTISEMENT
Module 5

Workflow

2 lessons · Beginner

Module 6

Data Science Foundations

2 lessons · Beginner

Module 7

NumPy

6 lessons · Beginner

Module 8

pandas Fundamentals

6 lessons · Intermediate

Module 9

Data Cleaning and Preparation

6 lessons · Intermediate

Module 10

Exploratory Data Analysis

6 lessons · Intermediate

ADVERTISEMENT
Module 11

Visualization and Communication

6 lessons · Advanced

Module 12

Statistics for Data Analysis

6 lessons · Advanced

Module 13

Time Series and Reproducible Analysis

6 lessons · Professional

Module 14

Projects and Capstones

24 lessons · Capstone

Project 1 · plan

Project: Understand Requirements and Plan Real-world messy dataset cleanup

Capstone · Project Lesson

CapstoneLesson
Project 1 · build

Project: Build the Foundation of Real-world messy dataset cleanup

Capstone · Project Lesson

CapstoneLesson
Project 1 · integrate

Project: Complete and Integrate Real-world messy dataset cleanup

Capstone · Project Lesson

CapstoneLesson
Project 1 · test

Project: Test Debug Refine and Finish Real-world messy dataset cleanup

Capstone · Project Lesson

CapstoneLesson
Project 2 · plan

Project: Understand Requirements and Plan Exploratory sales analysis

Capstone · Project Lesson

CapstoneLesson
Project 2 · build

Project: Build the Foundation of Exploratory sales analysis

Capstone · Project Lesson

CapstoneLesson
Project 2 · integrate

Project: Complete and Integrate Exploratory sales analysis

Capstone · Project Lesson

CapstoneLesson
Project 2 · test

Project: Test Debug Refine and Finish Exploratory sales analysis

Capstone · Project Lesson

CapstoneLesson
Project 3 · plan

Project: Understand Requirements and Plan Customer segmentation analysis

Capstone · Project Lesson

CapstoneLesson
Project 3 · build

Project: Build the Foundation of Customer segmentation analysis

Capstone · Project Lesson

CapstoneLesson
Project 3 · integrate

Project: Complete and Integrate Customer segmentation analysis

Capstone · Project Lesson

CapstoneLesson
Project 3 · test

Project: Test Debug Refine and Finish Customer segmentation analysis

Capstone · Project Lesson

CapstoneLesson
Project 4 · plan

Project: Understand Requirements and Plan Statistical experiment report

Capstone · Project Lesson

CapstoneLesson
Project 4 · build

Project: Build the Foundation of Statistical experiment report

Capstone · Project Lesson

CapstoneLesson
Project 4 · integrate

Project: Complete and Integrate Statistical experiment report

Capstone · Project Lesson

CapstoneLesson
Project 4 · test

Project: Test Debug Refine and Finish Statistical experiment report

Capstone · Project Lesson

CapstoneLesson
Project 5 · plan

Project: Understand Requirements and Plan Time-series operations dashboard

Capstone · Project Lesson

CapstoneLesson
Project 5 · build

Project: Build the Foundation of Time-series operations dashboard

Capstone · Project Lesson

CapstoneLesson
Project 5 · integrate

Project: Complete and Integrate Time-series operations dashboard

Capstone · Project Lesson

CapstoneLesson
Project 5 · test

Project: Test Debug Refine and Finish Time-series operations dashboard

Capstone · Project Lesson

CapstoneLesson
Project 6 · plan

Project: Understand Requirements and Plan Reproducible end-to-end analysis report

Capstone · Project Lesson

CapstoneLesson
Project 6 · build

Project: Build the Foundation of Reproducible end-to-end analysis report

Capstone · Project Lesson

CapstoneLesson
Project 6 · integrate

Project: Complete and Integrate Reproducible end-to-end analysis report

Capstone · Project Lesson

CapstoneLesson
Project 6 · test

Project: Test Debug Refine and Finish Reproducible end-to-end analysis report

Capstone · Project Lesson

CapstoneLesson
Module 15

Finish and Continue

1 lessons · Completion

Ready to begin?

Start at lesson 1 and follow the curriculum in sequence.

Start Tutorial

Stay Updated

Get the latest tutorials, tips and resources delivered to your inbox.

ADVERTISEMENT