TFIPOST हिन्दी
TFIPOST Global
Tfipost.com
Tfipost.com
No Result
View All Result
  • Premium
  • Politics
    • All
    • Analysis
    • Opinions
    • Trending
    PM Modi Targets Mamata Government Over Misrule

    “Remove TMC, Save Bengal”: PM Modi Targets Mamata Government Over Misrule

    The Enforcement Directorate (ED) recently arrested Chaitanya Baghel, son of former Chief Minister Bhupesh Baghel

    Why Did ED Arrest Bhupesh Baghel’s Son? A Detailed Look at the Chhattisgarh Liquor Scam

    Rajiv Gandhi Buckled to U.S. Pressure in 1986 Cabinet Reshuffle

    Rajiv Gandhi Buckled to US Pressure in 1986 Cabinet Reshuffle: Nishikant Dubey

    Madras High Court Bars Nama Sankeerthanam in Residential Area

    Madras High Court Bars Nama Sankeerthanam in Residential Areas Without Collector’s Permission

    • Analysis
    • Opinions
    • Trending
  • Economy
    • All
    • Business
    • Economy1
    • Finance
    AI Appreciation Day Celebrated Globally, Spotlight on Innovation and Ethical Progress

    AI Appreciation Day Celebrated Globally, Spotlight on Innovation and Ethical Progress

    India Achieves 50% Non-Fossil Fuel Power Capacity

    India Achieves 50 pc Non-Fossil Fuel Power Capacity, Five Years Ahead of Schedule

    Advantages of Using an EMI Calculator Before Applying for a Personal Loan

    Advantages of Using an EMI Calculator Before Applying for a Personal Loan

    WiseProfitWay.com reviews – Trading Times

    WiseProfitWay.com reviews – Trading Times

    • Business
    • Finance
  • Defense
    • All
    • Defence
    • Strategy
    • Weaponry
    India Successfully Tests Prithvi-II and Agni-I Ballistic Missiles

    India Successfully Tests Nuclear Capable Agni-I & Prithvi-II Ballistic Missiles in Odisha, Strengthens Strategic Deterrence

    Successful Test of ‘Akash Prime Air Defence System’ in Ladakh

    Successful Test of ‘Akash Prime Air Defence System’ at 15,000 Feet in Ladakh

    CDS Chauhan: India Needs Tomorrow’s Tech to Win Today’s Wars

    India Needs Tomorrow’s Tech to Win Today’s Wars, Says CDS Anil Chauhan; Urges Indigenous Tech Push

    India-U.S. Set to Strike Javelin Deal

    India Seeks Javelin Missile Co-Production Deal with U.S. Under ‘Make in India’ Push

    • Defence
    • Strategy
    • Weaponry
  • Geopolitics
    • All
    • Africa
    • Americas
    • Asia Pacific
    • Europe
    • South Asia
    • West Asia
    TRF Ban a Win for India: Renewed Momentum to Greylist Pakistan at FATF

    TRF Sanctioned: Will Pakistan’s Terror Nexus Drag It Back to FATF Grey List?

    US Declares Pakistan’s Lashkar Proxy TRF a Terror Outfit,

    Pahalgam Massacre: US Declares Pakistan’s Lashkar Proxy TRF a Terror Outfit, Cites Trump’s Justice Call

    Baloch Insurgents Kill 29 Soldiers: Pakistan Army Losing Control in Balochistan

    Is Balochistan Slipping Away from Pak? 29 Soldiers Killed as BLA, BLF Launch Simultaneous Attacks

    Khalistani Sympathiser with Anti-India Stance: Jasmeet Bains

    Khalistani Sympathiser with Anti-India Stance, Jasmeet Bains Aims for California Congress Entry

    • Africa
    • Americas
    • Asia Pacific
    • Europe
    • South Asia
    • West Asia
  • Knowledge
    • All
    • Culture
    • Education
    • History
    • Indology
    NCERT Textbook Reveals Mughal Religious Intolerance

    Ruthless Babur, Violent Akbar, Destructive Aurangzeb: NCERT Textbook Reveals Mughal Religious Intolerance

    India Built Gardens Long Before Babur Dreamt of Charbagh

    Before the Mughals: India’s Civilisation Built Gardens Long Before Babur Dreamt of Charbaghs

    Revisiting the MANUSMRITI: Why India’s Youth Must Study This Ancient Epic

    Revisiting the MANUSMRITI: Why India’s Youth Must Study This Ancient Epic

    Echoes of the Cholas in Today’s Bharat

    Conqueror of the Seas: Rajendra Chola and the Rise of Naval Bharat

    • Culture
    • History
    • Indology
  • Law
  • Lounge
    • All
    • Books
    • Cinema
    • Entertainment
    • Food
    • Games
    • Health
    • Lifestyle
    • Satire
    • Sports
    • technology
    • Travel
    Karnataka Govt Blames RCB for Chinnaswamy Stampede

    Congress- led Karnataka Govt Blames RCB for Chinnaswamy Stampede, Cites Kohli’s Video in HC

    Ace Alliance: Accelerating Growth in the European iGaming Market

    Ace Alliance: Accelerating Growth in the European iGaming Market

    Addiction Recovery in India: Breaking Stigmas and Building Support Systems

    Addiction Recovery in India: Breaking Stigmas and Building Support Systems

    How Under Armour’s Women’s Sports Shoes Are Reinventing Women’s Fitness Experience

    How Under Armour’s Women’s Sports Shoes Are Reinventing Women’s Fitness Experience

    • Books
    • Cinema
    • Food
    • Health
    • Sports
    • technology
    • Travel
    • Satire
Tfipost.com
  • Premium
  • Politics
    • All
    • Analysis
    • Opinions
    • Trending
    PM Modi Targets Mamata Government Over Misrule

    “Remove TMC, Save Bengal”: PM Modi Targets Mamata Government Over Misrule

    The Enforcement Directorate (ED) recently arrested Chaitanya Baghel, son of former Chief Minister Bhupesh Baghel

    Why Did ED Arrest Bhupesh Baghel’s Son? A Detailed Look at the Chhattisgarh Liquor Scam

    Rajiv Gandhi Buckled to U.S. Pressure in 1986 Cabinet Reshuffle

    Rajiv Gandhi Buckled to US Pressure in 1986 Cabinet Reshuffle: Nishikant Dubey

    Madras High Court Bars Nama Sankeerthanam in Residential Area

    Madras High Court Bars Nama Sankeerthanam in Residential Areas Without Collector’s Permission

    • Analysis
    • Opinions
    • Trending
  • Economy
    • All
    • Business
    • Economy1
    • Finance
    AI Appreciation Day Celebrated Globally, Spotlight on Innovation and Ethical Progress

    AI Appreciation Day Celebrated Globally, Spotlight on Innovation and Ethical Progress

    India Achieves 50% Non-Fossil Fuel Power Capacity

    India Achieves 50 pc Non-Fossil Fuel Power Capacity, Five Years Ahead of Schedule

    Advantages of Using an EMI Calculator Before Applying for a Personal Loan

    Advantages of Using an EMI Calculator Before Applying for a Personal Loan

    WiseProfitWay.com reviews – Trading Times

    WiseProfitWay.com reviews – Trading Times

    • Business
    • Finance
  • Defense
    • All
    • Defence
    • Strategy
    • Weaponry
    India Successfully Tests Prithvi-II and Agni-I Ballistic Missiles

    India Successfully Tests Nuclear Capable Agni-I & Prithvi-II Ballistic Missiles in Odisha, Strengthens Strategic Deterrence

    Successful Test of ‘Akash Prime Air Defence System’ in Ladakh

    Successful Test of ‘Akash Prime Air Defence System’ at 15,000 Feet in Ladakh

    CDS Chauhan: India Needs Tomorrow’s Tech to Win Today’s Wars

    India Needs Tomorrow’s Tech to Win Today’s Wars, Says CDS Anil Chauhan; Urges Indigenous Tech Push

    India-U.S. Set to Strike Javelin Deal

    India Seeks Javelin Missile Co-Production Deal with U.S. Under ‘Make in India’ Push

    • Defence
    • Strategy
    • Weaponry
  • Geopolitics
    • All
    • Africa
    • Americas
    • Asia Pacific
    • Europe
    • South Asia
    • West Asia
    TRF Ban a Win for India: Renewed Momentum to Greylist Pakistan at FATF

    TRF Sanctioned: Will Pakistan’s Terror Nexus Drag It Back to FATF Grey List?

    US Declares Pakistan’s Lashkar Proxy TRF a Terror Outfit,

    Pahalgam Massacre: US Declares Pakistan’s Lashkar Proxy TRF a Terror Outfit, Cites Trump’s Justice Call

    Baloch Insurgents Kill 29 Soldiers: Pakistan Army Losing Control in Balochistan

    Is Balochistan Slipping Away from Pak? 29 Soldiers Killed as BLA, BLF Launch Simultaneous Attacks

    Khalistani Sympathiser with Anti-India Stance: Jasmeet Bains

    Khalistani Sympathiser with Anti-India Stance, Jasmeet Bains Aims for California Congress Entry

    • Africa
    • Americas
    • Asia Pacific
    • Europe
    • South Asia
    • West Asia
  • Knowledge
    • All
    • Culture
    • Education
    • History
    • Indology
    NCERT Textbook Reveals Mughal Religious Intolerance

    Ruthless Babur, Violent Akbar, Destructive Aurangzeb: NCERT Textbook Reveals Mughal Religious Intolerance

    India Built Gardens Long Before Babur Dreamt of Charbagh

    Before the Mughals: India’s Civilisation Built Gardens Long Before Babur Dreamt of Charbaghs

    Revisiting the MANUSMRITI: Why India’s Youth Must Study This Ancient Epic

    Revisiting the MANUSMRITI: Why India’s Youth Must Study This Ancient Epic

    Echoes of the Cholas in Today’s Bharat

    Conqueror of the Seas: Rajendra Chola and the Rise of Naval Bharat

    • Culture
    • History
    • Indology
  • Law
  • Lounge
    • All
    • Books
    • Cinema
    • Entertainment
    • Food
    • Games
    • Health
    • Lifestyle
    • Satire
    • Sports
    • technology
    • Travel
    Karnataka Govt Blames RCB for Chinnaswamy Stampede

    Congress- led Karnataka Govt Blames RCB for Chinnaswamy Stampede, Cites Kohli’s Video in HC

    Ace Alliance: Accelerating Growth in the European iGaming Market

    Ace Alliance: Accelerating Growth in the European iGaming Market

    Addiction Recovery in India: Breaking Stigmas and Building Support Systems

    Addiction Recovery in India: Breaking Stigmas and Building Support Systems

    How Under Armour’s Women’s Sports Shoes Are Reinventing Women’s Fitness Experience

    How Under Armour’s Women’s Sports Shoes Are Reinventing Women’s Fitness Experience

    • Books
    • Cinema
    • Food
    • Health
    • Sports
    • technology
    • Travel
    • Satire
No Result
View All Result
Tfipost.com
Tfipost.com
No Result
View All Result
  • Premium
  • Politics
  • Economy
  • Defense
  • Geopolitics
  • Knowledge
  • Law
  • Lounge

Top 10 Data Science Projects to Build a Job-Winning Portfolio in 2025

Vishakha Srivastava by Vishakha Srivastava
16 March 2025
in technology
Top 10 Data Science Projects to Build a Job-Winning Portfolio in 2025
Share on FacebookShare on X

For anyone wishing to enter or advance a career in data science, a strong portfolio is critical. Employers seek experience working with actual datasets, as well as problem-solving and machine learning model application ability.

Joining a data science course or finding a few data science courses can help to make learning more structured. But the best way to practice is to work on projects, which make exposure for prospective employers.

RelatedPosts

Cybersecurity Expert Ravindar Reddy Gopireddy Revolutionizes Threat Management, Achieving a 30% Reduction in Cyber Threats through Strategic Innovation

Digital India Bill: The endgame for fake news on social media!

Be careful with this agent, else your privacy could be at stake

Load More

In this article, I have compiled a list of the top 10 data science projects that can assist you in creating a portfolio that can get you hired in 2025.

1. Sentiment Analysis on Social Media Data

Project Overview

  • Posts on social media can be used to analyze public sentiment on a topic.
  • Extract sentiments using NLP techniques and classify it to positive, negative and neutral.

Skills Required

  • Python
  • NLP (NLTK, SpaCy)
  • Machine Learning (Logistic Regression, Naïve Bayes)
  • Data Visualization (Matplotlib, Seaborn)

Why It’s Important

  • Shows ability to work with unstructured text data.
  • Useful for marketing, brand monitoring, and customer feedback analysis.

2. Predicting House Prices Using Machine Learning

Project Overview

  • Develop a predictive model that predicts house prices according to factors such as location, area, number of rooms and amenities.
  • Develop a correct pricing model using regression techniques
  • Scikit-learn
  • 3 Regression models (Linear Regression, Random Forest, XGBoost)
  • Data Cleaning & Feature Engineering

Why It’s Important

  • Demonstrates proficiency in regression modeling.
  • Helps in understanding feature importance and model evaluation.
  • Real-world application in the real estate industry.

3. Customer Churn Prediction for a Subscription Business

Project Overview

  • Train a machine learning model to predict customer churn (i.e. whether or not a customer is likely to stop using a service)
  • Association Analysis — Group and Bucket Methods: In order to assign values to customers between initial engagement and end-stack level, they require categories to identify different customer types based on available data.

Skills Required

  • Python, Pandas
  • Classification Algorithms (Logistic Regression, Random Forest, XGBoost)
  • Data Preprocessing and Feature Engineering
  • Model Evaluation Metrics (ROC-AUC, Precision-Recall)

Why It’s Important

  • Useful in retaining customers and improving marketing.
  • Indicates capacity for dealing with classification issues

4. Credit Card Fraud Detection

Project Overview

  • Build a fraud detection system based on historical credit card transaction data that can help to identify suspicious/ fraudulent transactions.
  • Use anomaly detection or supervised learning techniques.

Skills Required

  • Python, Pandas
  • Anomaly Detection Algorithms (Isolation Forest, Autoencoders)
  • Supervised Learning (Decision Trees, SVM)
  • Model Evaluation (Confusion Matrix, Precision-Recall)

Why It’s Important

  • Practical use case in the finance and banking industry.
  • Demonstrates skills in handling imbalanced datasets.

5. Movie Recommendation System

Project Overview

  • Create a recommendation engine using collaborative filtering and content-based filtering.
  • Use a dataset like IMDb or Netflix viewing history.

Skills Required

  • Python, Pandas
  • Recommendation Algorithms (Collaborative Filtering, Matrix Factorization)
  • NLP for Content-Based Recommendations
  • Data Visualization

Why It’s Important

  • Helps build expertise in recommendation systems, a key area in AI.
  • Real-world application in entertainment and e-commerce.

6. Time Series Forecasting for Stock Prices

Project Overview

  • Analyze historical stock market data and build models to predict future stock prices.
  • Use time series forecasting techniques like ARIMA or LSTMs.

Skills Required

  • Python, Pandas
  • Time Series Models (ARIMA, Prophet, LSTMs)
  • Feature Engineering for Time Series Data
  • Data Visualization

Why It’s Important

  • Demonstrates knowledge of financial data analysis.
  • Helps in understanding forecasting models and trends.

7. Image Classification Using Deep Learning

Project Overview

  • Train a deep learning model to classify images into different categories (e.g., cats vs. dogs).
  • Use convolutional neural networks (CNNs).

Skills Required

  • Python, TensorFlow/Keras
  • CNN Architectures (VGG, ResNet)
  • Image Preprocessing (OpenCV, PIL)
  • Model Training and Evaluation

Why It’s Important

  • Demonstrates deep learning capabilities.
  • Practical application in medical imaging, autonomous driving, and security.

8. Fake News Detection Using NLP

Project Overview

  • Build a model that classifies news articles as real or fake.
  • Use NLP techniques to analyze textual data.

Skills Required

  • Python, Pandas
  • NLP (TF-IDF, Word2Vec, BERT)
  • Classification Models (Naïve Bayes, LSTMs)
  • Model Evaluation Metrics

Why It’s Important

  • Addresses misinformation challenges in media.
  • Shows ability to work with text-based machine learning.

9. Traffic Sign Recognition for Autonomous Vehicles

Project Overview

  • Train a model to recognize traffic signs from images using deep learning.
  • Use datasets like the German Traffic Sign Recognition Benchmark (GTSRB).

Skills Required

  • Python, TensorFlow/Keras
  • CNNs and Transfer Learning
  • Image Augmentation Techniques
  • Model Deployment

Why It’s Important

  • Relevant for self-driving car technologies.
  • Demonstrates expertise in computer vision.

10. Personalized Healthcare Chatbot Using AI

Project Overview

  • Develop an AI chatbot that can provide health-related information based on user queries.
  • Use NLP and deep learning techniques.

Skills Required

  • Python, TensorFlow/Keras
  • NLP (Intent Recognition, Named Entity Recognition)
  • Chatbot Frameworks (Rasa, Dialogflow)
  • API Integration

Why It’s Important

  • Demonstrates AI application in healthcare.
  • Showcases conversational AI skills.

Conclusion

One of the best ways to gain hands-on experience and improve your employability is by working on data science projects. Projects should align with industry needs that will help showcase a diverse skill set. You can also check out a data science course or multiple data science courses to get guidance/tasks/projects to complete on your own. More chances of getting a data science role in 2025 by building a portfolio using real-world practical projects.

Tags: Data ScienceMachine Learningportfolio building
ShareTweetSend
Previous Post

RBI Wins Digital Transformation Award 2025 by Central Banking, London, UK, PM Modi Congratulates the RBI

Next Post

Bajrang Dal, VHP Threaten ‘Karseva’ Over Aurangzeb’s Tomb

Related Posts

Digital India completes 10 years
technology

Digital India Completes 10 Years: PM Modi Says It Has Evolved Into a People’s Movement

1 July 2025

On the 10th anniversary of the ‘Digital India’ initiative, Prime Minister Narendra Modi celebrated the programme as a monumental...

check how old your aircraft is
technology

Curious About Your Aircraft’s Age? Here’s How to Find Out in Under a Minute

29 June 2025

Ever wondered how old the plane you're about to board is? While most passengers are busy securing their seat,...

Troubleshooting LED Power Supply Issues: A Step-by-Step Guide
technology

Troubleshooting LED Power Supply Issues: A Step-by-Step Guide

19 June 2025

LED lighting systems have become increasingly popular due to their energy efficiency, longevity, and versatility. However, like all electronic...

Load More

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

I agree to the Terms of use and Privacy Policy.
This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

Currently Playing

India’s ULRA Bomber: 12,000-km Beast That Can Strike Anywhere Without Refueling

India’s ULRA Bomber: 12,000-km Beast That Can Strike Anywhere Without Refueling

00:07:39

The Shocking Truth About Mass Conversions in Tamil Nadu

00:07:26

The Butcher of Pahalgam: Sulaiman — Trained by ISI, Pakistan’s Commando-Turned-Terrorist

00:04:13

Congress’s Rohith Vemula Bill: Caste Polarization Masquerading as Reform

00:07:33

Bhima Koregaon Won’t Be Repeated; Maharashtra’s Special Act to Wipe Out Urban Naxals.

00:06:06
Facebook Twitter Instagram Youtube
tfipostTfipost.com
Right Wing | News Analysis | Indian Opinion
  • About us
  • Careers
  • Brand Partnerships
  • Terms of use
  • Privacy Policy
  • Sitemap
MASHABLE IS A GLOBAL, MULTI-PLATFORM MEDIA AND ENTERTAINMENT COMPANY. FOR MORE QUERIES AND NEWS, CONTACT US AT info@mashablepartners.com


©2025 TFI Media Private Limited

No Result
View All Result
  • Premium
  • Politics
    • Analysis
    • Opinions
    • Trending
  • Economy
    • Business
    • Finance
  • Defense
    • Defence
    • Strategy
    • Weaponry
  • Geopolitics
    • Africa
    • Americas
    • Asia Pacific
    • Europe
    • South Asia
    • West Asia
  • Knowledge
    • Culture
    • History
    • Indology
  • Law
  • Lounge
    • Books
    • Cinema
    • Food
    • Health
    • Sports
    • technology
    • Travel
    • Satire
TFIPOST हिन्दी
TFIPOST Global

©2025 TFI Media Private Limited