Menu
Menu

    LIVE Classes

    Software Development
    Software Development New

    MongoDB & IIT-M Pravartak certified

    AI & Machine Learning
    AI & Machine Learning New

    Intel & IIT-M Pravartak Certified

    Data Science
    Data Science

    IIT-M Pravartak certified

    Full Stack Development
    Full Stack Development

    IIT-M Pravartak certified

    UI/UX Design
    UI/UX Design

    HCL GUVI certified

    Mechanical CAD
    Mechanical CAD

    Autodesk & IITM Pravartak Certified

    Courses

    Free Courses

    Free Courses

    Paid Courses

    Paid Courses

    Combo Courses

    Combo Courses

    Practice

    CodeKata

    CodeKata

    Sharpen your coding skills, prepare for interviews

    WebKata

    WebKata

    Build basic frontend & backend development skills

    SQLKata

    SQLKata

    Master SQL concepts in relational database management

    Debugging

    Debugging

    A series of programs curated by Industry Experts

    IDE - Online Compiler

    IDE - Online Compiler

    Run & test your code in any programming language

    Resources

    Free Resources

    Free Resources

    Referral

    Referral

    Success Stories

    Success Stories

    Blogs

    Blogs

    Learn Hub

    Learn Hub

    Get The App

    Get The App

    Rewards

    Rewards

    Become an Affiliate

    Become an Affiliate

    Leaderboard

    Leaderboard

    What's New?
    Resume Builder

    Resume Builder

    Our Products

    HackerKID

    HackerKID

    Coding classes platform for K-12 children

    GUVI For Corporates

    GUVI For Corporates

    Meet your Hiring & Training Needs

    Placement Preparation

    Placement Preparation

    Ace Up your Aptitude

    Studytonight

    Studytonight

    Free Programming Resources

Still Confused?WhatsApp

Welcome to HCL GUVI

Welcome Img

Hey there! Welcome to HCL GUVI—Grab Your Vernacular Imprint—where tech learning is easy, fun, and curated specially for you. Incubated by IIT Madras & IIM Ahmedabad in 2014 and now part of HCL Group, we're making quality tech education accessible to all.

Join 3M+ learners breaking barriers and upskilling for a brighter future. We're here to guide you every step of the way! 🚀

LIVE Classes

Live Class Img

Zen Classes are HCL GUVI's most refined and flagship product—live, expert-led tech programs for beginners and pros. With IITM Pravartak affiliations, master Full-Stack, Data Science, DevOps, UI/UX, and more in multiple languages!

Explore More

Courses

Courses Img

Looking for flexibility? HCL GUVI's 200+ self-paced courses let you learn anytime, anywhere! From free lessons to IIT-M & Autodesk-certified programs, gain in-demand skills in your preferred language.

Explore More

Practice Platforms

Practice Platform Img

Enhance your coding skills with HCL GUVI's Practice Platforms—interactive, structured, and designed to help you master programming effortlessly.

CodeKata:

A structured coding practice platform with 1500+ coding problems designed by industry experts. Ideal for beginners and professionals preparing for tech interviews with real-world coding challenges.

Try Now >

WebKata:

An interactive platform to master HTML, CSS, JavaScript, and Bootstrap with a live coding environment. Perfect for hands-on web development practice without any setup.

Try Now >

SQLKata:

A practice ground for mastering SQL queries used in real-world applications. Write, optimize, and refine your queries to build strong database skills.

Try Now >

Debugging:

Hone your bug-fixing skills with real-world debugging challenges in Python, C++, JavaScript, and Golang. More languages coming soon!

Try Now >

IDE:

A free online compiler supporting 20+ programming languages with auto-complete, debugging, and AI-powered code generation—all in the cloud!

Try Now >

Leaderboard

LeaderBoard Img

Climb the leaderboard as you earn Geekoins by learning and practicing! The top scorers get featured, making learning competitive and rewarding. Keep going—you could be next!

Explore More

Rewards

Rewards Img

Earn Geekoins by watching videos and practicing problems, then redeem them for exciting rewards. The more you engage, the more you win!

Explore More

Referral

Referral Img

Love learning with HCL GUVI? Share it with friends! Invite them using your unique link or code and unlock exciting rewards—Amazon vouchers, iPhones, and more. A Win-Win.

Explore More

Profile

Profile Img

Your HCL GUVI profile is your digital portfolio! Track progress, showcase skills, add projects, and build a resume. Keep it updated—opportunities await!

Explore More

That's It! You Are Ready!

Finish Img

You're all set to dive into your learning journey with HCL GUVI. Explore, upskill, and make each step count—exciting possibilities awaits!

Thank you for Reaching us out

Our team will reach you out
within the next 24 hours.

Explore all Programs

Hybrid Recommendation Strategy

Hybrid Recommendation Strategy

Relying on only one method may not produce the best recommendations. To improve results, this project uses a hybrid recommendation strategy.
The system combines genre similarity (from content-based filtering) and average movie ratings (from collaborative signals). Each of these factors is given a certain weight to control its importance.
By combining both similarity and rating, the system ensures that the recommended movies are not only relevant to the selected movie but also popular and highly rated by users. This balance improves the overall quality of recommendations.

Share

You can share this topic with your family and friends on Social Media.

Share in

Movie Recommendation System Project Using Content-Based Filtering

J
Jebasta

Movie Recommendation System Project Using Content-Based Filtering

MODULE 1 : Introduction
lessonWhat Is Data Science?
lessonWhat Is a Movie Recommendation System?
lessonAim of the Project
MODULE 2 : Pre-requisites and Tech Stack Used
lessonBasic Requirements
lessonTech Stack Used
lessonInput
lessonOutput
MODULE 3 : Necessary Concepts
lessonContent-Based Filtering
lessonCollaborative Filtering Signal
lessonTF-IDF Vectorization
lessonK-Nearest Neighbors Algorithm
lessonHybrid Recommendation Strategy
MODULE 4 : Step-by-Step Implementation
lessonDataset Download and Environment Setup
lessonLoading the Dataset
lessonData Auditing and Initial Inspection
lessonExploratory Data Analysis (EDA)
lessonData Preprocessing
lessonGenre Vectorization Using TF-IDF
lessonAdding Average Ratings as a Popularity Signal
lessonBuilding the KNN Similarity Model
lessonCreating the Recommendation Function
lessonTesting the Recommendation System
MODULE 5 : Deployment
lessonInstalling and Importing Gradio
lessonCreating the Interface Function
lessonBuilding the Gradio Interface
lessonLaunching the Application
lessonWhy Gradio Is Used
MODULE 6 : Conclusion
lessonLearning Outcome
lessonLive Link and Output Overview
lessonMCQs
lessonResources

Movie Recommendation System Project Using Content-Based Filtering

MODULE 1 : Introduction
lessonWhat Is Data Science?
lessonWhat Is a Movie Recommendation System?
lessonAim of the Project
MODULE 2 : Pre-requisites and Tech Stack Used
lessonBasic Requirements
lessonTech Stack Used
lessonInput
lessonOutput
MODULE 3 : Necessary Concepts
lessonContent-Based Filtering
lessonCollaborative Filtering Signal
lessonTF-IDF Vectorization
lessonK-Nearest Neighbors Algorithm
lessonHybrid Recommendation Strategy
MODULE 4 : Step-by-Step Implementation
lessonDataset Download and Environment Setup
lessonLoading the Dataset
lessonData Auditing and Initial Inspection
lessonExploratory Data Analysis (EDA)
lessonData Preprocessing
lessonGenre Vectorization Using TF-IDF
lessonAdding Average Ratings as a Popularity Signal
lessonBuilding the KNN Similarity Model
lessonCreating the Recommendation Function
lessonTesting the Recommendation System
MODULE 5 : Deployment
lessonInstalling and Importing Gradio
lessonCreating the Interface Function
lessonBuilding the Gradio Interface
lessonLaunching the Application
lessonWhy Gradio Is Used
MODULE 6 : Conclusion
lessonLearning Outcome
lessonLive Link and Output Overview
lessonMCQs
lessonResources

ZEN CLASS

LIVE CLASS

Popular Courses

Self-Paced Courses

Practice Platforms

Community

Products

Resources

Company

ZEN CLASS

LIVE CLASS

Popular Courses

Self-Paced Courses

Practice Platforms

Community

Products

Resources

Company

app store
play store
Refer & Earn

HCL GUVI (Grab Your Vernacular Imprint) Geek Network Private Limited is a leading online learning and skills development company, incubated by IIT Madras and IIM Ahmedabad.

Established in 2014 and acquired by the HCL Group in 2022, HCL GUVI is dedicated to providing effective and high-quality learning and skilling programs that transcend language barriers in technology education. HCL GUVI today is trusted by over 3 million learners and 2000+ corporate partners.

app storeplay store
Refer & Earn

HCL GUVI (Grab Your Vernacular Imprint) Geek Network Private Limited is a leading online learning and skills development company, incubated by IIT Madras and IIM Ahmedabad.

Established in 2014 and acquired by the HCL Group in 2022, HCL GUVI is dedicated to providing effective and high-quality learning and skilling programs that transcend language barriers in technology education. HCL GUVI today is trusted by over 3 million learners and 2000+ corporate partners.

app storeplay storeRefer & Earn
Terms and ConditionsPrivacy Policy

HCL GUVI Geek Network Pvt. Ltd.

Terms and ConditionsPrivacy Policy

HCL GUVI Geek Network Pvt. Ltd.