Karan Singh's avatar
Karan Singh
Kangra, India
AI/ML Engineer crafting intelligent systems & AI solutions.
6
Followers
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Scientific Image Forgery Detection — Kaggle Competition Participated in the ongoing Kaggle competition on Copy-Move Forgery Detection in Scientific Images, aimed at identifying manipulated biomedical figures that can compromise research integrity. For this challenge, I developed a ResNet50 + U-Net hybrid segmentation model using PyTorch, designed to detect and segment forged regions at the pixel level. My approach combines Dice and Focal losses for balanced training, WeightedRandomSampling to oversample forged images, and Test-Time Augmentation (TTA) to improve prediction robustness. Achieved an initial score of 0.303 on the public leaderboard. I’m continuing to experiment with architecture tuning, learning rate schedules, and other loss functions to further enhance performance and generalization.
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Cover image for In this project, I developed a Sentiment Analysis Web App us...
In this project, I developed a Sentiment Analysis Web App using deep learning (CNN) and traditional models to classify text sentiment with high accuracy. The system includes a complete evaluation pipeline comparing CNN, LSTM, Logistic Regression, Random Forest, and Naive Bayes — analyzing performance across multiple iterations and datasets. Key Highlights: Built a Streamlit-based web app for real-time sentiment classification Developed and evaluated multiple models for accuracy and F1-score Created detailed analysis reports and prototype schematics Project here → GitHub Repository (https://github.com/Imkaran04/Sentiment_Analysis_Web_App/tree/main) Reports: Sentiment Analysis Report (PDF), Product Prototype Diagram Tech Stack: Python, Streamlit, TensorFlow/Keras, Scikit-learn, Matplotlib
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Cover image for Introducing QuickSynopsis, a fully-featured AI-based summari...
Introducing QuickSynopsis, a fully-featured AI-based summarization and text comparison web app designed for speed, simplicity, and scalability. This project lets users: Generate efficient, context-aware summaries for any text. Compare multiple Summaries to highlight key differences. Enjoy a responsive UI with user authentication. Built using Python (Flask), HTML/CSS/JS, and SQLite/MySQL, QuickSynopsis can easily be customized or deployed to your preferred cloud platform. Key Features: AI-powered summarization & text comparison Signup/login authentication Integrated payment gateway (customizable) Responsive, modern UI/UX Ready-to-deploy setup for Heroku, AWS, or local hosting Explore the repo: GitHub – QuickSynopsis-Version-Control (https://github.com/Imkaran04/QuickSynopsis-Version-control)
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Cover image for I recently fine-tuned the Mistral 7B Instruct model on a dat...
I recently fine-tuned the Mistral 7B Instruct model on a dataset of NDA (Non-Disclosure Agreement) documents — building an AI reviewer capable of identifying compliance issues and clause inconsistencies. To make the model more accessible, I converted the trained weights to CPU-compatible files, allowing efficient inference without GPU requirements. Model: Mistral 7B Instruct v0.1 Focus: Legal text review & semantic understanding Tech: PyTorch, Transformers, Kaggle Check out the full notebook here → [Kaggle Project Link (https://www.kaggle.com/code/karansingh123456/nda-reviewer-model-training)] My Kaggle account here → Profile (https://www.kaggle.com/curiouscyborgs) #AI #NLP #SentimentAnalysis #DeepLearning #CNN #LSTM #DataScience #GitHub
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Pooja Verma 's avatar
Pooja Verma
Rampur Bushahr, India
✍SEO Skincare Blog Writer | Health Copy Expert | Translator
New to Contra
Cover image for I’m a content writer specializing in skincare, healthcare, n...
I’m a content writer specializing in skincare, healthcare, nutrition, and book writing.Whether you need engaging blog posts, eBook content, or product descriptions, I’ll craft content that connects, educates, and converts.Let’s collaborate to build something meaningful 🌸#ContentWriter #FreelanceWriter #SkincareWriter #HealthWriter #NutritionWriter #BookWriter #CreativeWriting #Ghostwriter #ContentCreation #WellnessContent #SEOContent #BlogWriter #ContraCommunity
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Cover image for “SEO Ayurveda Blog Writing for Skincare & Wellness Brands”
“SEO Ayurveda Blog Writing for Skincare & Wellness Brands”
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Cover image for Writing|Translation Project|Skincare•SEOBlog•LegalTranslation
Writing|Translation Project|Skincare•SEOBlog•LegalTranslation
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Cover image for ✍️ Writer | Translator | Wellness,Skincare Blog English ↔ Hindi
✍️ Writer | Translator | Wellness,Skincare Blog English ↔ Hindi
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Adarsh Choudhary's avatar
Adarsh Choudhary
Baddi, India
Script Writer for viral short form content
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Ounce Motorsports
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Cover image for Alpine Espresso: Brewing Love
Alpine Espresso: Brewing Love
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SEWCHIC. (@sewchic.in) • Instagram photos and videos
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Vishal Thakur's avatar
Vishal Thakur
Hamirpur, India
Web Developer & Designer
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Authentic Products
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Interact with your favorite stars
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Lociv
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RAKSHIT SHARMA's avatar
RAKSHIT SHARMA
Shimla, India
UI UX Designer
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NEX RIDE
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NOBLE THREADS
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VYBEZ
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Brenda Funez's avatar
Brenda Funez
Dharamshala, India
Detail-Oriented Community Assistant
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The Open Closet Project
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Community Management for Fini Juega
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Content Creator for Victoria Park Pool
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Abhinav Dubey's avatar
Abhinav Dubey
Shimla, India
Data Analyst | Python, Excel, PBI & Tableau | BI Dashboards
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OList Store BI Analysis
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Spotify Top 10,000 Songs Analysis
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Excel Data Analysis Project
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Nishanth Nattoji's avatar
Nishanth Nattoji
Shimla, India
Software consultant for startups | Climate tech advisor
New to Contra
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Case Study: Planet Cents, Inc
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Case Study: GreenKPI
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Case Study: Delta Naturalists Society Website
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