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Karan Singh's avatar
Karan Singh
Kangra, India
AI/ML Engineer crafting intelligent systems & AI solutions.
10
Followers
AI/ML Engineer crafting intelligent systems & AI solutions.
Cover image for Scientific Image Forgery Detection — Kaggle Competition Part...
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 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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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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AI Model Developer(3)
MoonTech OneSixEight's avatar
MoonTech OneSixEight
Almelo, Netherlands
Tech Renaissance Leader: AI, FinTech, Web
Tech Renaissance Leader: AI, FinTech, Web
Cover image for QuantumTrade ML Suite
QuantumTrade ML Suite
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Cover image for Multi-MT5 Integrated, AI-Infused Financial Sentiment Engine
Multi-MT5 Integrated, AI-Infused Financial Sentiment Engine
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Cover image for AI MCQ | FIFA
AI MCQ | FIFA
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Ali Hassan's avatar
Ali Hassan
Rawalpindi, Pakistan
Transforming Data into Actionable Insights 🔍
Transforming Data into Actionable Insights 🔍
Cover image for SALES PREDICTION USING PYTHON
SALES PREDICTION USING PYTHON
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Cover image for IRIS FLOWER CLASSIFICATION
IRIS FLOWER CLASSIFICATION
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Cover image for Titanic Analysis Project
Titanic Analysis Project
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Cover image for Bikes Sales Analysis
Bikes Sales Analysis
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AI Model Developer(2)
Waruna Srinath's avatar
Waruna Srinath
Colombo, Sri Lanka
Senior Machine Learning Engineer and Data Scientist
Senior Machine Learning Engineer and Data Scientist
Cover image for Automated the Camera light of Jetson robot for surgeries
Automated the Camera light of Jetson robot for surgeries
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Cover image for LLMs Fine Tuning for Specific Use Cases
LLMs Fine Tuning for Specific Use Cases
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Cover image for 3D Data Science Knowledge Graph Visualization
3D Data Science Knowledge Graph Visualization
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Swaraj Bari's avatar
Swaraj Bari
Jalgaon, India
AI/ML Engineer: Idea to Project Expert
AI/ML Engineer: Idea to Project Expert
Cover image for Self Supervised Image Transformer - YouTube
Self Supervised Image Transformer - YouTube
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Cover image for Microsoft MIND News Recommendation - YouTube
Microsoft MIND News Recommendation - YouTube
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Cover image for The ultimate coding assistant - YouTube
The ultimate coding assistant - YouTube
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AI Model Developer(3)