AI/ML Projects
1164 projects · Page 2 of 49
Chatbot for College Enquiry with Intent Classification
Build an enquiry chatbot for admissions, fees and courses. You will learn intent classification, entity extraction and dialogue flow design.…
Movie Recommendation System (Collaborative Filtering)
Build a recommender from user ratings. You will learn user/item similarity, matrix methods and evaluation with precision/recall.…
Spam SMS and Email Classifier
Build a spam filter with a live demo UI. You will learn text preprocessing, TF-IDF features and classifier comparison.…
House Price Prediction with Feature Engineering
Build a price predictor for Bengaluru housing data. You will learn feature engineering, outlier handling and model interpretation.…
Customer Churn Prediction for Telecom Data
Build a churn model on telecom records. You will learn handling imbalanced data, SMOTE and business-focused evaluation.…
Emotion Detection from Text Messages
Build an emotion classifier for chat text. You will learn fine-tuning small transformer models and confidence calibration.…
Object Detection Demo with YOLO: Safety Gear Compliance
Build a detector that checks helmets and vests in site photos. You will learn dataset annotation, training runs and mAP evaluation.…
Text Summariser for Long Articles (Extractive + Abstractive)
Build a summariser that compares extractive and abstractive outputs. You will learn ROUGE evaluation and summarisation trade-offs.…
Skin Lesion Classification from Dermoscopic Images (HAM10000)
Train a classifier on the public HAM10000 dermoscopic dataset to distinguish lesion types with Grad-CAM explanations. You will learn medical image preprocessing, class-imbalance handling and explainability.…
Diabetic Retinopathy Grading from Fundus Images (APTOS Public Data)
Build a five-grade retinopathy classifier on the public APTOS fundus dataset with quadratic-kappa evaluation. You will learn ordinal grading, augmentation strategy and screening metrics.…
Pneumonia Detection from Chest X-Rays (NIH ChestX-ray14)
Build a multi-label classifier on the public NIH ChestX-ray14 dataset with per-pathology AUROC reporting. You will learn multi-label training, weak labels and threshold tuning.…
Tuberculosis Screening Model from Chest X-Rays (Public TB Datasets)
Train a TB screening model on public chest X-ray collections with sensitivity-focused evaluation for triage use. You will learn screening evaluation, operating-point selection and dataset shift checks.…
Malaria Parasite Detection from Blood Smear Images (NIH Public Set)
Build a detector that flags parasitised cells in the public NIH malaria smear dataset. You will learn cell image preprocessing, detection metrics and error review.…
Brain Tumour Classification from MRI Scans (Public Kaggle Dataset)
Classify brain MRI scans into tumour types using a public MRI dataset with patient-level split discipline. You will learn leakage-safe splitting and medical classification reporting.…
Alzheimer's Stage Classification from MRI (OASIS Public Dataset)
Build a dementia-stage classifier on the public OASIS MRI dataset with careful demographic confound checks. You will learn neuroimaging pipelines and confound analysis.…
Parkinson's Detection from Voice Recordings (UCI Public Dataset)
Classify Parkinson's status from voice measurements in the public UCI dataset with nested cross-validation. You will learn biomedical signal features and small-data validation discipline.…
Heart Disease Risk Prediction from Clinical Features (UCI Cleveland)
Build an interpretable heart-disease risk model on the public UCI Cleveland dataset with SHAP explanations. You will learn clinical feature modelling and model explanation.…
Diabetes Onset Prediction with Explainable Risk Factors (Public Data)
Train a diabetes risk model on public survey/clinical data with calibration curves and per-factor explanations. You will learn probability calibration and risk communication.…
Chronic Kidney Disease Prediction from Laboratory Features (UCI Data)
Build a CKD classifier on the public UCI dataset comparing imputation strategies and model families. You will learn messy clinical data handling and robust evaluation.…
Liver Disease Prediction from Blood Test Features (UCI ILPD)
Train a liver-disease classifier on the public ILPD dataset with cost-sensitive learning for missed cases. You will learn imbalanced classification and clinical cost framing.…
Sepsis Early-Warning Score from Vital-Sign Time Series (Synthetic Data)
Build an early-warning model on synthetic ICU vital-sign streams that flags sepsis risk hours ahead. You will learn temporal feature engineering and alarm-fatigue-aware thresholds.…
Automatic Number Plate Recognition for Parking and Toll Systems
Build a gate system that reads plates and logs entries. You will learn image preprocessing, OCR tuning and embedded deployment.…
Hospital Readmission Risk Prediction on Synthetic EHR (Synthea)
Predict 30-day readmission risk using Synthea-generated synthetic patient records with full feature documentation. You will learn synthetic EHR modelling and fairness checks.…
Length-of-Stay Prediction for Hospital Planning (Synthea Synthetic EHR)
Build a length-of-stay predictor for bed planning on synthetic EHR data with department-level error analysis. You will learn operational prediction and capacity analytics.…