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Browse projects tagged with "classification".

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All Tags admin-dashboard anomaly-detection API-integration authentication automation AWS azure benchmarking big-data browser-automation churn-prediction CI-CD classification CLI clustering computer-vision CRUD customer-segmentation data-analysis data-pipeline dataclasses deep-learning deployment Docker docker email explainability fastapi feature-engineering finance fine-tuning flask game generative-ai guardrails GUI hugging-face huggingface hypothesis-testing image-classification IQR-capping jupyter label-encoding LLM log-analysis logistic-regression machine-learning min-max-scaling mlflow mlops MLOps model-registry neural-network NLP OOP pandas productivity prompt-engineering pyspark python RAG regression resampling REST-API retention-strategy scikit-learn scipy scope scripting semantic-search sentiment-analysis seq2seq serverless shap slack statistical-analysis tabular-data terminal terminal-ux text-classification text-generation time-series transfer-learning transformer unsupervised-learning vector-database visualisation web-app web-scraping xgboost zero-shot

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Credit Risk Scoring API

Data

Credit risk scoring API on the German Credit dataset. Three classifiers benchmarked; Logistic Regression wins by cost-weighted score. FastAPI serves predictions with plain-language explanations. Deployed on Azure via GitHub Actions CI/CD.

machine-learning classification logistic-regression shap explainability mlflow web-app deployment azure docker CI-CD tabular-data feature-engineering benchmarking jupyter REST-API

GitHub Live Details

Digit Recognizer — CNN on MNIST

Ai-ml

Draw a digit on the canvas — the CNN predicts it in real time. Trained on 60,000 MNIST images. Confidence score and probability bar chart across all 10 digits. Live on Azure App Service.

deep-learning neural-network classification computer-vision azure hugging-face deployment REST-API docker CI-CD jupyter web-app

GitHub Live Details

Language Detector — Character N-gram Classification

Ai-ml

Detects the language of any text across 22 languages using character n-gram TF-IDF features. Returns the top 3 languages with confidence scores and a plain-English explanation of the character patterns driving the detection.

NLP classification machine-learning text-classification azure deployment REST-API docker CI-CD jupyter web-app benchmarking

GitHub Live Details

SMS Spam Classifier

Ai-ml

SMS spam detection comparing three approaches — Naive Bayes, SVM, and Amazon Bedrock (Claude Haiku zero-shot) — on the same test set. Every prediction comes with a plain-English explanation of the words that drove it. Class imbalance addressed explicitly. Deployed on Azure App Service.

classification machine-learning NLP text-classification flask azure deployment explainability resampling zero-shot jupyter scikit-learn benchmarking AWS

GitHub Live Details

Telco Customer Churn Predictor

Data

Churn prediction with plain-language risk explanations a retention team can act on. Logistic Regression wins (ROC-AUC 0.8362), benchmarked against Amazon Bedrock Claude Haiku 4.5 zero-shot — tied at 70%. Flask API on Azure.

machine-learning AWS azure flask jupyter deployment benchmarking data-analysis statistical-analysis feature-engineering visualisation web-app API-integration LLM REST-API data-pipeline label-encoding resampling python NLP xgboost logistic-regression shap explainability churn-prediction classification tabular-data model-registry zero-shot scikit-learn

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Browse Projects

Credit Risk Scoring API

Digit Recognizer — CNN on MNIST

Language Detector — Character N-gram Classification

SMS Spam Classifier

Telco Customer Churn Predictor

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