Home>Courses>Predictive Data Analysis with Python

Predictive Data Analysis with Python

Gain insights into performing predictive data analysis using Python. Learn about tools like NumPy, Pandas, Matplotlib, and Seaborn, and applying techniques to real-world financial and advertisement projects.

Beginner

62 Lessons

10h

Certificate of Completion

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

1 Assessment

112 Playgrounds

5 Quizzes

Course Overview

Course Content

Apply Your Skills

Recommendations

Course Overview

In this course, you will learn how to perform predictive data analysis using Python. The ideal audience is those who want to start their careers as data analysts. The main goal of this course is to show you how to use statistics to draw useful insights from data which can help in predicting future behavior or patterns. Beyond that, you’ll learn all the tools of the trade that data scientists use everyday including: NumPy, Pandas, Matplotlib, and Seaborn. You’ll learn not only how to extract meaningful insi...Show More

In this course, you will learn how to perform predictive data analysis using Python. The ideal audience is those who want to sta...Show More

TAKEAWAY SKILLS

Analysis Tools

Data Extraction

Data Statistics

Data Cleaning

Data Manipulation

Data Visualization

Insights Extraction

Course Content

Getting Started

1 Lessons

Get familiar with Python-based tools for effective and insightful data analysis.

What is Data Analysis?

Numpy for Python

8 Lessons

Get started with creating, indexing, transposing, and processing NumPy arrays for efficient data analysis.

What is NumPy?

NumPy Array Creation

NumPy Array Indexing

Transposing of NumPy Array

Processing NumPy Arrays

Challenge: Find Min and Max from a 2-D NumPy Array

Solution: Find Min and Max from a 2-D NumPy Array

Quiz

Pandas for Python

12 Lessons

Go hands-on with data manipulation using Pandas in Python for predictive analysis.

Select and Drop Entries in Series

Select and Drop Entries in DataFrame

Sort and Rank in Pandas

Dealing with Missing Data

Additional Functions and Features

Challenge: Summing and Swapping

Solution: Summing and Swapping

Quiz

Statistics for Data Analysis

3 Lessons

Grasp the fundamentals of statistical features, probability distributions, and the Central Limit Theorem.

Statistical Features

Probability Distributions

Central Limit Theorem

Data Wrangling

12 Lessons

Take a closer look at managing, reshaping, and cleaning data for effective analysis.

Dealing with CSV Files

Merging Data

Reshaping Data

Mapping Data and Finding Duplicates

Replace and Rename

Finding Outliers in Data

Data Grouping

Data Aggregation

Split-Apply-Combine Technique

Challenge: Clean the Data

Solution: Clean the Data

Quiz

Visualizing the Data

9 Lessons

Follow the process of using visualization tools to analyze and represent data.

Scatter and KDE Plots

Challenge: Visualizing Seaborn Datasets

Solution: Visualizing Seaborn Datasets

Quiz

Data Scraping

4 Lessons

Master the steps to scrape web data using Python and Selenium for analysis.

Project #1

6 Lessons

Try out stock market analysis, price trends, daily returns, correlations, risk, and predictions.

Stock Market Analysis

Section 1: Price Trends

Section 2: Daily Returns

Section 3: Correlation in Stocks

Section 4: Risk Estimation

Section 5: Predicting Future Stock Behavior

Project #2

5 Lessons

Unpack the core of customer behavior, brand preference, user activity, and RFM segmentation.

Customer Behavior Analysis

Section 1: Brand Analysis

Section 2: Customer Activity Analysis

Section 3: Identifying Famous Brands and Categories

Section 4: RFM Analysis

10.

Conclusion

2 Lessons

Examine essential tools, techniques, and next steps for predictive data analysis with Python.

Summary

What's Next?

Predictive Data Analysis Exam

Assessment

Trusted by 2.5 million developers working at companies

"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."

Carlos Matias La Borde

Software Developer

"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"

Souvik Kundu

Front-end Developer

"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."

Vinay Krishnaiah

Software Developer

"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"

Eric Downs

Musician/Entrepeneur

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

Recommended before starting this course

Course

Python for Mechanical and Aerospace Engineering

Gain insights into using Python for mechanical and aerospace engineering. Learn about basics, graphing techniques, airfoil plotting, and dynamic pressure and orbital modeling in 2D and 3D.

beginner

8 hours

Course

Grokking Bit Manipulation for Coding Interviews

The ultimate guide to bit manipulation for coding interviews. Developed by FAANG engineers, practice with real-world interview questions, and get interview-ready in just a few hours.

intermediate

3 hours

Course

Coderust: Hacking the Coding Interview

The ultimate guide to coding interviews. Developed by FAANG engineers, practice with real-world questions in top languages. Prep faster and get interview-ready in just a few hours.

beginner

40 hours

Course

Python Regular Expressions with Data Scraping Projects

Gain insights into Python's regular expressions with practical examples, web scraping projects, coding exercises, and beginner-friendly lectures. Delve into real-world data and enhance your Python skills effectively.

beginner

3 hours

Course

Python for Mechanical and Aerospace Engineering

beginner

8 hour

Course

Grokking Bit Manipulation for Coding Interviews

intermediate

3 hour

Course

Coderust: Hacking the Coding Interview

beginner

40 hour

Course

Python Regular Expressions with Data Scraping Projects

beginner

3 hour

Related Courses and Skill Paths

Course

Data Analysis & Processing with Pandas

Gain insights into Pandas' powerful tools for data analysis. Learn about Series, DataFrames, and optimize performance for data operations, filtering, and file uploads in data science and machine learning.

intermediate

4 hours

Course

Algorithms for Coding Interviews in Python

Your ultimate guide to algorithms for coding interviews. Master several must-know algorithms, and test your skills with real-world problems from top companies.

intermediate

15 hours

Course

Decode the Coding Interview in Python: Real-World Examples

The ultimate guide to coding interviews in Python: Strategies developed by FAANG engineers. Prep faster with real-world problems, get interview-ready in just a few hours.

beginner

15 hours

Course

Learn Functional Programming in Python

Gain insights into functional programming in Python, learn about functions as objects, recursion, closures, and generators, and discover how to confidently apply these concepts to your projects.

beginner

5 hours

Course

Data Analysis & Processing with Pandas

intermediate

4 hour

Course

Algorithms for Coding Interviews in Python

intermediate

15 hour

Course

Decode the Coding Interview in Python: Real-World Examples