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šŸ“Š  Data Analysis and Feature Engineering with Python hero

Level: Beginner

šŸ“Š Data Analysis and Feature Engineering with Python

Load messy real-world data from any source, clean it, explore it, visualize it, and turn it into features a model can actually learn from.

5.0

3.9k+ learners

Duration

0 min

Learners

3.9k+ Enrolled Students

Session Recording

Lifetime Access

Post Session

Mentor support

Session Schedule

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₹399

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Course Fee

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Worth of

₹399

Discount

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Includes

• Expert Designed Curriculum

• Doubt Clearing Session

• Forever Community Access

After this course, you can

Design normalized relational database schemas for scalable applications

Create ER diagrams and professional database design documentation

Implement indexing, constraints, and performance optimization strategies

Build secure and production-ready relational database systems

Course Curriculum

Expand or explore the full learning path.

Lessons

Start here after enrolling. These lessons form the core learning path for the course.

Why Pandas Exists, and What a DataFrame Really Is

Series vs DataFrame: The Two Shapes of Everything

Loading Data and the First 5 Things You Always Check

Indexing and Selection: loc, iloc, and Boolean Masks

Dtypes: The Silent Cause of Half Your Bugs

Sorting, Filtering, and Creating New Columns

Groupby: Split, Apply, Combine

Aggregation Beyond mean(): Custom and Multiple Aggs

Merging and Joining: The Four Joins, Illustrated

Pivot Tables, melt, and Wide vs Long Data

Time Series: Datetime Index, Resampling, Rolling Windows

Method Chaining and Writing Pandas You Can Reread

CSV and Excel: Encodings, Separators, and Broken Headers

JSON and Nested Data: Flattening Without Crying

SQL from Pandas: Queries, Connections, and Pushing Work to the DB

Pulling Data from APIs: Requests, Pagination, Rate Limits

Parquet and Why Analysts Stop Using CSV

Files Too Big for Memory: Chunking and Dtype Tricks

Missing Values: Why They're Missing Changes What You Do

Dropping vs Imputing, and How to Choose

Outliers: Detection with IQR, Z-Scores, and Your Eyes

Treating Outliers Without Deleting the Truth

String Cleaning and Regex for Messy Text Columns

Duplicates, Type Conversions, and a Validation Checklist

The EDA Mindset: Questions Before Code

Univariate Analysis: One Column at a Time

Distributions: Shape, Skew, and What Normal Actually Means

Bivariate Analysis: Relationships Between Columns

Correlation, and Why It Lies to You

Automated EDA Tools and Documenting Findings

Matplotlib: Figures, Axes, and Finally Understanding the API

Seaborn: Statistical Plots in One Line

Choosing the Right Chart for the Question

Plotly: Interactive Charts People Actually Explore

Dashboard Basics: Putting Charts Together

Publication-Quality Polish: Labels, Colour, and Honest Axes

What a Feature Is, and Why Models Care

Numeric Features: Scaling, Transforms, Binning

Categorical Features: One-Hot, Ordinal, Target Encoding

Datetime and Text Features Hiding in Plain Sight

Interactions, Aggregated Features, and Leakage Traps

Capstone: Raw Dataset to Clean, Explored, Feature-Ready Output

Live Session Content

This topic will be taught live in an interactive session, allowing you to engage with the instructor and ask questions in real time. While recordings will be available, attending live offers the best learning experience.

Post Session Study Material

This section will be unlocked after the session. You'll get access to exclusive bonus content, additional examples, and on-demand resources to support continuous learning and deeper understanding.

Requirements

What you should have before starting the course.

Laptop with database software installed

Basic understanding of SQL queries

Familiarity with data structures and relationships

Stable internet connection

Interest in backend system and database design

Tools you are going to use

PostgreSQL

PostgreSQL

MySQL

MySQL

ER Modeling

ER Modeling

SQL

SQL

Docker

Docker

Learn From Expert Instructor

Meet the mentors leading the live sessions.

Aarav Sharma

Aarav Sharma

Senior Frontend Engineer, StudioLabs

Aarav has mentored 1200+ learners and specializes in production UI systems and scalable frontend architecture.

LinkedIn
Ananya Mehta

Ananya Mehta

Design Technologist, CraftLabs

Ananya blends design and code to help learners ship portfolio-ready projects.

LinkedIn
Kabir Sayed

Kabir Sayed

Frontend Mentor, PixelWorks

Kabir focuses on clean code, accessibility, and practical frontend delivery.

LinkedIn

You should join this course if you

Students & Fresh Graduates

Build a strong portfolio

Learn from live mentors

Get feedback on your work

Working Professionals

Upgrade frontend skills

Ship real projects

Join a peer community

Career Switchers

Structured learning path

Hands-on practice

Guided sessions

Freelancers & Creators

Build client-ready sites

Improve delivery speed

Learn modern workflows

What you will get after completing this course

Completion certificate

Receive an official course completion certificate

Earn skill-focused feedback from mentors

Showcase your project in the Shattak community

Access lifetime notes and references

Stay connected with instructors for guidance

Completion bonus

Certificate access, community showcase, and lifetime mentor guidance.

Hear From Learners Who've Taken This Course

Honest feedback from learners who completed the live sessions.

4.8

24

Clear structure, solid examples, and a fast pace that keeps you engaged.

Riya Jain

Riya Jain

B.Tech, NIT Trichy

4.6

18

Practical sessions with feedback that helped improve my portfolio.

Kabir Singh

Kabir Singh

Frontend Intern, PixelWorks

4.9

12

Loved the structure and the live walkthroughs.

M

Meera Patel

Design Graduate

See what they have build

ZS

Zainab Shaikh

Portfolio Landing Page

Portfolio Landing Page

300 Likes

View Live
DS

Devendra Singh

Product Marketing Site

Product Marketing Site

214 Likes

View Live
NA

Nadia Ahmed

Interactive Web Story

Interactive Web Story

183 Likes

View Live

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Frequently Asked Questions

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Duration

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Get Life Time Access

₹0

₹399

100% off

Get Life Time Access

₹0

₹399

100% off