MCA Projects on AI and ML 2026 — Final Year MCA Artificial Intelligence & Machine Learning Projects with Source Code Bangalore
MCA final year projects on AI and ML are the most in-demand computer science projects for 2026 — spanning recommendation engine projects, fake news detection projects, fraud detection projects, chatbot projects (LangChain, GPT-4, RAG), resume screening projects, sentiment analysis projects, disease prediction projects, stock prediction projects, face recognition attendance projects, image classification projects, object detection projects, OCR projects, speech recognition projects and natural language processing (NLP) projects. At ProjectsatBangalore, we deliver 65+ MCA AI and ML projects with complete Python source code, Django / Flask / React / FastAPI web interface, trained model files, dataset, project report (VTU / Anna University / JNTU / SRM / Manipal format), PPT presentation and viva Q&A support.
All MCA projects on AI and ML are built using industry-standard tools — Python, TensorFlow, PyTorch, Hugging Face Transformers, scikit-learn, OpenCV, NLTK, spaCy, LangChain, LlamaIndex, Django, Flask, FastAPI, React.js, MySQL, MongoDB, Firebase, AWS, Google Colab and Streamlit. These are suitable for MCA, BCA, M.Sc Computer Science, MCA Data Science and MCA AI specialisation final year students — both mini projects (quick and demo-ready) and major projects (research-quality, publishable).
MCA AI and ML Project Application Areas
- MCA recommendation system projects for e-commerce and OTT
- MCA fake news detection projects using BERT and NLP
- MCA fraud detection projects using AutoEncoder and XGBoost
- MCA chatbot projects using LangChain, GPT-4 and RAG
- MCA resume screening and job matching AI projects
- MCA sentiment analysis projects for product reviews and social media
- MCA disease prediction projects for healthcare using ML
- MCA stock price prediction projects using LSTM and sentiment
- MCA face recognition attendance management system projects
- MCA image classification projects using CNN and transfer learning
- MCA object detection projects using YOLO for surveillance
- MCA OCR projects for handwritten text and document digitisation
- MCA speech recognition projects using Whisper and DeepSpeech
- MCA NLP projects for text summarisation, QA and translation
MCA AI & ML Project Tools, Frameworks & Platforms
AI and ML tools and web frameworks used across all 14 MCA project domains — from data preprocessing and model training to web deployment and database integration.
65+ MCA Projects on AI and ML — Final Year 2026
14 AI and ML domains with 4–5 MCA project topics each — all with software tools listed. Level: MCA (standard), MCA Advanced (research-quality for distinction/publication). Contact us for source code, dataset, trained model, report and viva support.
| # | MCA AI ML Project Title — Recommendation Engine | Software Tools Used |
|---|---|---|
| 01 | Hybrid Collaborative + Content-Based Movie Recommendation System with Explainability Dashboard MCA | Pythonscikit-learnDjangoMySQLStreamlit |
| 02 | E-Commerce Product Recommendation Engine Using Matrix Factorisation (SVD) and User Behaviour Tracking MCA | Pythonscikit-surpriseFlaskMongoDBReact |
| 03 | Deep Learning-Based Book Recommendation System Using BERT Semantic Embeddings and Cosine Similarity Advanced | PythonHuggingFace BERTDjangoMySQLStreamlit |
| 04 | Job Recommendation System for LinkedIn-Style Portal Using TF-IDF and Skill-Gap Analysis MCA | Pythonscikit-learnFlaskMySQLReact |
| 05 | Online Course Recommendation System Using Knowledge Graph and Graph Neural Networks (GNN) Advanced | PythonPyTorch GeometricDjangoNeo4j |
| # | MCA AI ML Project Title — Fake News Detection | Software Tools Used |
|---|---|---|
| 06 | BERT-Based Fake News Detection System with LIME/SHAP Explainable AI for News Portals MCA | PythonHugging Face BERTSHAP/LIMEFlaskMySQL |
| 07 | Multi-Class Fake News Classifier Using RoBERTa and Fine-Tuning on LIAR and FakeNewsNet Datasets Advanced | PythonRoBERTaPyTorchDjangoStreamlit |
| 08 | Social Media Misinformation Detection Using Graph Convolutional Network on Twitter Propagation Tree Advanced | PythonPyTorch GeometricMongoDBFastAPIReact |
| 09 | Multimodal Fake News Detection Combining Text and Image Evidence Using Cross-Attention Transformer Advanced | PythonCLIP / VisualBERTPyTorchFlaskStreamlit |
| 10 | Real-Time Fact-Checking Web App for WhatsApp Forwards Using NLP Claim Extraction and Evidence Retrieval MCA | PythonHugging FaceLangChain RAGDjangoReact |
| # | MCA AI ML Project Title — Fraud Detection | Software Tools Used |
|---|---|---|
| 11 | Real-Time Credit Card Fraud Detection Using AutoEncoder Anomaly Detection and XGBoost Ensemble MCA | PythonTensorFlow AutoEncoderXGBoostDjangoMySQL |
| 12 | Insurance Claim Fraud Detection Using Gradient Boosting and Network Graph Analysis MCA | Pythonscikit-learnXGBoostFlaskMongoDB |
| 13 | Federated Learning Framework for Bank Fraud Detection Without Sharing Raw Transaction Data Advanced | PythonTensorFlow FederatedDjangoPostgreSQLReact |
| 14 | E-Commerce Return Fraud Detection Using Behavioural Biometrics and Machine Learning MCA | Pythonscikit-learnLightGBMFastAPIMongoDB |
| 15 | Stream-Based Real-Time UPI Transaction Fraud Detection Using Apache Kafka and LSTM Advanced | PythonTensorFlow LSTMApache KafkaFlaskMongoDB |
| # | MCA AI ML Project Title — Chatbot | Software Tools Used |
|---|---|---|
| 16 | RAG-Based Domain-Specific Chatbot for College Admissions Using LangChain, Pinecone and GPT-4 Advanced | PythonLangChain + GPT-4Pinecone VectorDBFlaskReact |
| 17 | Healthcare Symptom Checker Chatbot Using Medical NER and Ontology-Guided Dialogue System MCA | PythonBioBERTLangChainDjangoMongoDB |
| 18 | Multilingual Customer Support Chatbot Using Gemini API with Automatic Language Detection and Fallback MCA | PythonGemini / GPT-4DjangoMySQLReact |
| 19 | Voice-Enabled AI Chatbot for Railway Enquiry Using Whisper STT and Text-to-Speech with Flask API MCA | PythonOpenAI WhisperLangChainFlaskReact |
| 20 | MCA AI Project: Agentic LLM Chatbot for Automated Database Query Answering (Text-to-SQL) Using LlamaIndex Advanced | PythonLlamaIndexPostgreSQLFastAPIReact |
| # | MCA AI ML Project Title — Resume Screening | Software Tools Used |
|---|---|---|
| 21 | AI-Powered Resume Screening and Candidate Ranking System Using BERT Skill Extraction and TF-IDF Matching MCA | PythonBERT NERscikit-learnDjangoMySQL |
| 22 | Automated Job Description to Resume Matching Portal Using Semantic Similarity (Sentence-BERT) MCA | PythonSBERTFlaskReactMySQL |
| 23 | Bias-Aware Resume Screening System Using Fairness-Constrained Machine Learning for Gender and Age Neutrality Advanced | PythonHugging FaceFairlearnDjangoMongoDB |
| 24 | MCA Full-Stack ATS (Applicant Tracking System) with AI Resume Parser, Skill Gap Analyser and Interview Scheduler MCA | PythonBERTDjangoReactPostgreSQL |
| 25 | Career Path Recommendation System for Freshers Using Resume Analysis and Labour Market Trend Prediction Advanced | PythonHugging Facescikit-learnFlaskStreamlit |
| # | MCA AI ML Project Title — Sentiment Analysis | Software Tools Used |
|---|---|---|
| 26 | Multi-Aspect Sentiment Analysis for Amazon Product Reviews Using RoBERTa and Aspect Category Detection Advanced | PythonRoBERTaPyTorchDjangoStreamlit |
| 27 | Real-Time Twitter / X Sentiment Dashboard for Brand Monitoring Using Tweepy API and VADER MCA | PythonVADER/TextBlobTweepy APIFlaskStreamlit |
| 28 | Sarcasm Detection in Social Media Comments Using Contextual BERT and Linguistic Features MCA | PythonBERTPyTorchFlaskMongoDB |
| 29 | Multilingual Movie Review Sentiment Analysis Supporting Hindi, Tamil and English Using XLM-RoBERTa Advanced | PythonXLM-RoBERTaDjangoMySQLReact |
| 30 | MCA Sentiment Analysis Project: Government Policy Feedback Portal with NLP Sentiment Scoring and Report Generation MCA | PythonDistilBERTDjangoMySQLReact |
| # | MCA AI ML Project Title — Disease Prediction | Software Tools Used |
|---|---|---|
| 31 | Multi-Disease Prediction System (Diabetes, Heart Disease, Kidney Disease) from EHR Data Using Ensemble ML MCA | PythonXGBoost/RFscikit-learnDjangoMySQL |
| 32 | Breast Cancer Malignancy Prediction Using Convolutional Neural Network on Mammogram Images Advanced | PythonTensorFlow CNNOpenCVFlaskStreamlit |
| 33 | Mental Health Depression Screening Web App Using NLP Analysis of Social Media Posts and Clinical Questionnaire MCA | PythonBERTscikit-learnDjangoReact |
| 34 | Drug-Drug Interaction Prediction for Polypharmacy Patients Using Graph Neural Network on Medical Knowledge Graph Advanced | PythonPyTorch GeometricNeo4jFlaskStreamlit |
| 35 | MCA Healthcare Project: Hospital Readmission Risk Prediction Using Federated Machine Learning on Patient Records Advanced | PythonTensorFlow FederatedDjangoPostgreSQLReact |
| # | MCA AI ML Project Title — Stock / Price Prediction | Software Tools Used |
|---|---|---|
| 36 | LSTM-Based Stock Price Prediction System with Twitter Sentiment Integration and OHLCV Technical Indicators MCA | PythonTensorFlow LSTMTweepyFlaskStreamlit |
| 37 | Cryptocurrency Price Forecasting Using Temporal Fusion Transformer (TFT) and On-Chain Metrics Advanced | PythonPyTorch ForecastingDjangoStreamlitMongoDB |
| 38 | Algorithmic Stock Trading Bot Using Reinforcement Learning (PPO) and OpenAI Gym FinRL Environment Advanced | PythonFinRL / PyTorchFlaskStreamlitMongoDB |
| 39 | Stock Market Crash Prediction Using News Headline Sentiment Analysis and BERT with Macro-Economic Features MCA | PythonFinBERTscikit-learnFlaskStreamlit |
| 40 | MCA Data Science Project: Mutual Fund NAV Prediction Dashboard Using Prophet and Monte Carlo Simulation MCA | PythonProphet / NumPyFlaskStreamlitMySQL |
| # | MCA AI ML Project Title — Face Recognition / Attendance | Software Tools Used |
|---|---|---|
| 41 | Face Recognition-Based Automated Attendance Management System Using FaceNet, OpenCV and Django Web Portal MCA | PythonOpenCV + FaceNetDjangoMySQLReact |
| 42 | Anti-Spoofing Face Liveness Detection for Secure Attendance Using 3D Depth Map and Silent Face Challenge Advanced | PythonTensorFlowOpenCVFlaskMySQL |
| 43 | Masked Face Recognition System Using Occlusion-Robust Deep Learning for Post-COVID Attendance Monitoring MCA | PythonPyTorchOpenCVDjangoMySQL |
| 44 | Student Emotion and Engagement Detection During Online Classes Using Facial Action Coding System (FACS) Advanced | PythonDeepFace / MediaPipeTensorFlowFlaskReact |
| 45 | Multi-Camera Face Recognition Attendance System for Large Classrooms Using FAISS Vector Similarity Search Advanced | PythonFaceNet + FAISSDjangoMongoDBReact |
| # | MCA AI ML Project Title — Image Classification | Software Tools Used |
|---|---|---|
| 46 | Multi-Label Skin Lesion Classification Using EfficientNet-B4 and Grad-CAM Visualisation for Dermatology AI Advanced | PythonPyTorch EfficientNetOpenCVFlaskStreamlit |
| 47 | Plant Leaf Disease Classification Web App Using VGG-16 Transfer Learning for Smart Farming MCA | PythonTensorFlow VGG-16OpenCVDjangoMySQL |
| 48 | Solid Waste Segregation AI System Using MobileNetV3 and Raspberry Pi Camera for Smart Dustbin MCA | PythonMobileNetV3OpenCVFlaskMongoDB |
| 49 | Chest X-Ray Pneumonia and COVID-19 Detection Using Vision Transformer (ViT) with GradCAM Explanation Advanced | PythonViT (Hugging Face)PyTorchFlaskStreamlit |
| 50 | Fashion Product Image Classification for E-Commerce Using ResNet-50 and Multi-Tag Attribute Labelling MCA | PythonTensorFlow ResNet-50DjangoMongoDBReact |
| # | MCA AI ML Project Title — Object Detection | Software Tools Used |
|---|---|---|
| 51 | Real-Time PPE (Helmet, Vest, Gloves) Compliance Detection for Construction Sites Using YOLOv9 and CCTV Advanced | PythonYOLOv9 + OpenCVFlaskMongoDBReact |
| 52 | Weapon Detection in Surveillance Video Using YOLOv8 with Automatic Alert System Integration Advanced | PythonYOLOv8 + OpenCVDjangoMongoDBTwilio SMS |
| 53 | Smart Parking Slot Occupancy Detection System Using Aerial CCTV Feed and YOLOv9 with IoT Dashboard MCA | PythonYOLOv9FlaskStreamlitMongoDB |
| 54 | Crowd Density Estimation and Flow Analysis for Smart City Events Using CSRNet and Heatmap Overlay Advanced | PythonPyTorch CSRNetOpenCVFlaskStreamlit |
| # | MCA AI ML Project Title — OCR | Software Tools Used |
|---|---|---|
| 55 | Handwritten Text Recognition OCR for Historical Document Digitisation Using Microsoft TrOCR Transformer Advanced | PythonTrOCR (Hugging Face)OpenCVFlaskStreamlit |
| 56 | AI-Powered Invoice / Receipt OCR and Data Extraction System Using Donut (Document Understanding Transformer) MCA | PythonDonut ModelOpenCVDjangoMySQL |
| 57 | Medical Prescription OCR and Drug Information Lookup System Using Tesseract and NLP Named Entity Recognition MCA | PythonTesseract OCRspaCy NERFlaskMySQL |
| 58 | Multi-Language OCR for Government Document Digitisation (Hindi, Kannada, Tamil) Using EasyOCR and Bhashini API MCA | PythonEasyOCRIndicNLPDjangoMongoDB |
| # | MCA AI ML Project Title — Speech Recognition | Software Tools Used |
|---|---|---|
| 59 | Automatic Speech Recognition System for Indian Regional Languages (Hindi, Telugu, Kannada) Using OpenAI Whisper MCA | PythonOpenAI WhisperFlaskReactMongoDB |
| 60 | Real-Time Voice-Controlled Hospital Management System Using Whisper STT and Intent Classification NLP MCA | PythonWhisper + spaCyDjangoMySQLReact |
| 61 | Audio Deepfake Detection System Using Spectral Features and Deep Learning to Identify Synthetic Voice Advanced | PythonPyTorchLibrosaFlaskStreamlit |
| 62 | Speaker Diarisation System for Multi-Person Meeting Transcription Using Pyannote and Whisper Advanced | PythonWhisperPyannote (HF)FlaskMongoDB |
| # | MCA AI ML Project Title — NLP / Natural Language Processing | Software Tools Used |
|---|---|---|
| 63 | Abstractive Text Summarisation System for Research Papers Using BART and T5 Transformer Models Advanced | PythonBART / T5 (HuggingFace)FlaskStreamlitMongoDB |
| 64 | Legal Document Question Answering System Using LangChain, FAISS Vector Store and GPT-4 for Law Firms Advanced | PythonLangChain + GPT-4FAISSFastAPIReact |
| 65 | Multilingual Neural Machine Translation for Low-Resource Indian Languages Using mBART and IndicTrans2 Advanced | PythonmBART / IndicTrans2DjangoReactMongoDB |
| 66 | AI Code Review and Explanation Tool Using CodeLlama for Python/Java Projects with GitHub Integration Advanced | PythonCodeLlama (HF)LangChainFastAPIReact |
| 67 | Customer Complaint Classification and Auto-Routing System for Telecom Using Zero-Shot NLP and LLM MCA | PythonZero-Shot BART (HF)DjangoMySQLReact |
MCA AI & ML Project — 2026
2026 Latest MCA AI and ML project for MCA, BCA and M.Sc CS final year students for their project submission.
Frequently Asked Questions — MCA Projects on AI and ML
MCA AI & ML Project Lab — Bangalore
Inside our dedicated MCA AI and ML project development lab in Bangalore — GPU-enabled Python/TensorFlow/PyTorch workstations, Hugging Face model servers, LangChain RAG development rigs, OpenCV computer vision benches, full-stack Django/React development stations and demo deployment servers for MCA, BCA and M.Sc CS students.
Deep Learning / TensorFlow Lab
NLP / Chatbot / LLM Projects
Computer Vision / Face Recognition
Healthcare AI / Disease Prediction
Sentiment / Fraud Detection
Stock Prediction / Recommendation
OCR / Speech Recognition
Full Stack AI Django / React