Data Science Project Based Learning

Self-Paced Course
interested count566k+ interested Geeks

Master Data Science and Machine Learning with this intensive project-first course by GeeksforGeeks. Learn Python, Statistics, Analytics, ML by completing industry-level projects. Build a Job-ready portfolio with Expert online classes.

levelBeginner to Advancedcourse duration24 Weeks
interested count566k+ interested Geeks
Beginner FriendlyCourse CertificateIndustry ReadinessCapstone Projects
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Build a strong base for your AI career- Master ML & DS!

Build a strong base for your AI career- Master ML & DS!

Course Overview

Python for Data Science
Build strong Python fundamentals, OOPs, file handling, and data science workflows.
Statistics & Math Foundations
Master linear algebra, calculus, optimization, and statistical concepts used in ML.
Data Analytics
Analyze real-world data using Python, Excel, SQL, Power BI, and web scraping.
SQL & Databases
Query, join, aggregate, and analyze data using advanced SQL techniques.
Machine Learning
Learn regression, classification, clustering, and feature engineering.
AI Fundamentals
Understand how AI and machine learning power modern data-driven systems.
Read more

Course Content

01Python for Data Science
  • Introducing Python - Python Basics, Operators, Loops, Functions, Strings, List, Tuples, Dictionary, Set, Object-oriented concepts (OOPs) and much more.
  • Data Toolkit - Getting started with Files, Inventory Management System with Files, Inventory Management System with JSON, Mastering Numpy Arrays, Getting Started with OS, Jupyter Notebook Setup, OS with Python, etc.
  • Libraries - Numpy, Pandas, Matplotlib, Streamlit, etc.
02Statistics
  • Linear Algebra Essentials - Scalars, Vectors, Matrices, Matrix Operations, Inverse, Rank
  • Systems of Equations & Eigen Concepts - Solving Linear Systems, Determinants, Eigenvalues & Eigenvectors
  • Vector Spaces & Norms - Dot Product, Norms, Distance Metrics
  • Calculus Basics - Derivatives, Partial Derivatives, Chain Rule, Gradients
  • Optimization - Gradient Descent, Cost Functions, Minima/Maxima
  • Multivariable Calculus
03Data Analytics
  • Data Analysis with Python - Getting started with Pandas, Data Preprocessing with Google Play Store, Introduction to EDA, Data Cleaning, Data Visualization, Data Analysis
  • Excel - Exploring Data, Preparing Data, Analysing Data, Important Interview Questions
  • Power BI - Introduction to Power BI, Understanding Parameters, Basic Plots, Fundamentals of Power BI, Designing the Plots, etc.
  • Web Scraping - Learn how to Scrape, Selenium, Image Dataset Creation, and much more
  • SQL - Databases Fundamentals, SQL Fundamentals, Data Manipulation (DML), Querying, Intermediate SQL Queries, Joining and Combining Data, Set Theory Clauses, Subqueries, Window Functions, Data Preprocessing and Analysis
04Machine Learning & AI
  • Introduction to AI - How Data Science Comes into Play
  • Regression - Linear Regression, Multiple Linear Regression & Polynomial Linear Regression
  • Machine Learning Algorithms - Support Vector Machines, Decision Trees, Random Forests, Classification Algorithms, Clustering Algorithms, Feature Engineering, and much more
  • Statistical Foundation for ML - Descriptive & Inferential Statistics, Correlation & Covariance, Outlier Detection, Sampling Strategies, Statistical Bias & Variance, Central Limit Theorem

What Sets Us Apart

24 X 7 Doubt Support

24 X 7 Doubt Support

AI Chat Support for instant doubt resolution, plus a dedicated Teaching Assistant exclusively assigned to your batch.
Recognised Certification

Recognised Certification

Earn an industry-recognized GeeksforGeeks Training Certificate for credible validation, career advancement, and lifetime
Placement Assistance

Placement Assistance

Get end-to-end career support, Personalized Career Mapping, Tailored Job Opportunities, Resume & LinkedIn Optimization
Complimentary Course

Complimentary Course

You also get 21 Projects in 21 Days with daily ML and GenAI builds, ending with 21 portfolio-ready AI projects.
Course Benefits

Course Benefits

1-year Access to the online Course materials and Premium Recorded videos
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Testimonials

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Learning will never become old, you must update yourself over time, and it will improve every aspect of life. Great thanks to GeeksforGeeks for quali...
Ram Sharma
Ram Sharma
Placed at The Bharat Groups
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Before joining the Geeks for Geeks "Data Science live" course, I had only a basic knowledge of python. But after joining the live classes I acquired a...
ABDULLAH FAZILI
ABDULLAH FAZILI
Placed at GeeksforGeeks
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As a newbie in the field of Data Science, Python, and Machine Learning, this course was extremely helpful to me in a variety of ways. First, it was so...
Eshant Das
Eshant Das
Placed at GeeksforGeeks
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I found the course to be very informative and well-structured. The materials and resources provided were helpful and gave me a solid understanding of ...
Prateek Singh
Prateek Singh
Placed in Ericsson Global India Limited
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This course helped me enhance my data analytics skills, enabling me to analyze large datasets effectively, derive meaningful insights, and make inform...
Sagar Patle
Sagar Patle
Got Placed at Quantity kiosk Technology
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In this course I was able to understand all the concepts clearly and also I did projects which helped me to get hands on practice on language and tool...
Harsh
Harsh
Placed at Marvell

Frequently Asked Questions

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