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65+ MCA AI & ML Projects 2026 · Python · TensorFlow · Django · Flask · Bangalore

MCA Projects on AI and Machine Learning — Final Year 2026

65+ MCA projects on AI and ML with source code for final year 2026 — covering recommendation engine projects, fake news detection projects, fraud detection projects, chatbot projects, 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 NLP projects. All MCA AI ML projects include Python/TensorFlow/Django/Flask source code, project report, PPT, demo and viva Q&A support — suitable for MCA, BCA, M.Sc CS and MCA final year students at VTU, Anna University, JNTU, SRM and Manipal.

Recommendation Engine Fake News Detection Fraud Detection Chatbot / LLM Resume Screening Sentiment Analysis Disease Prediction Stock Prediction Face Recognition Image Classification Object Detection OCR Projects Speech Recognition NLP Projects
65+
MCA AI ML Topics 2026
14
AI/ML Sub-Domains
9500+
Students Guided

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.

Python 3.11 TensorFlow / Keras PyTorch Hugging Face Transformers scikit-learn Django / DRF Flask / FastAPI React.js LangChain / RAG OpenCV / YOLO MySQL / PostgreSQL MongoDB / Firebase AWS / Google Cloud Streamlit / Gradio Google Colab / Jupyter Java / Spring Boot REST API / Postman NLTK / spaCy / Gensim

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.

Recommendation Engine Projects — MCA AI ML
Collaborative Filtering · Content-Based · Hybrid · Deep Learning Recommender · E-Commerce · OTT · Course Recommendation
#MCA AI ML Project Title — Recommendation EngineSoftware Tools Used
01Hybrid Collaborative + Content-Based Movie Recommendation System with Explainability Dashboard
MCA
Pythonscikit-learnDjangoMySQLStreamlit
02E-Commerce Product Recommendation Engine Using Matrix Factorisation (SVD) and User Behaviour Tracking
MCA
Pythonscikit-surpriseFlaskMongoDBReact
03Deep Learning-Based Book Recommendation System Using BERT Semantic Embeddings and Cosine Similarity
Advanced
PythonHuggingFace BERTDjangoMySQLStreamlit
04Job Recommendation System for LinkedIn-Style Portal Using TF-IDF and Skill-Gap Analysis
MCA
Pythonscikit-learnFlaskMySQLReact
05Online Course Recommendation System Using Knowledge Graph and Graph Neural Networks (GNN)
Advanced
PythonPyTorch GeometricDjangoNeo4j
Fake News Detection Projects — MCA AI ML
BERT · RoBERTa · Claim Verification · Social Media · Multimodal Misinformation · Explainable AI
#MCA AI ML Project Title — Fake News DetectionSoftware Tools Used
06BERT-Based Fake News Detection System with LIME/SHAP Explainable AI for News Portals
MCA
PythonHugging Face BERTSHAP/LIMEFlaskMySQL
07Multi-Class Fake News Classifier Using RoBERTa and Fine-Tuning on LIAR and FakeNewsNet Datasets
Advanced
PythonRoBERTaPyTorchDjangoStreamlit
08Social Media Misinformation Detection Using Graph Convolutional Network on Twitter Propagation Tree
Advanced
PythonPyTorch GeometricMongoDBFastAPIReact
09Multimodal Fake News Detection Combining Text and Image Evidence Using Cross-Attention Transformer
Advanced
PythonCLIP / VisualBERTPyTorchFlaskStreamlit
10Real-Time Fact-Checking Web App for WhatsApp Forwards Using NLP Claim Extraction and Evidence Retrieval
MCA
PythonHugging FaceLangChain RAGDjangoReact
Fraud Detection Projects — MCA AI ML
Credit Card Fraud · Insurance Fraud · AutoEncoder Anomaly · XGBoost · Real-Time Stream · Federated Learning
#MCA AI ML Project Title — Fraud DetectionSoftware Tools Used
11Real-Time Credit Card Fraud Detection Using AutoEncoder Anomaly Detection and XGBoost Ensemble
MCA
PythonTensorFlow AutoEncoderXGBoostDjangoMySQL
12Insurance Claim Fraud Detection Using Gradient Boosting and Network Graph Analysis
MCA
Pythonscikit-learnXGBoostFlaskMongoDB
13Federated Learning Framework for Bank Fraud Detection Without Sharing Raw Transaction Data
Advanced
PythonTensorFlow FederatedDjangoPostgreSQLReact
14E-Commerce Return Fraud Detection Using Behavioural Biometrics and Machine Learning
MCA
Pythonscikit-learnLightGBMFastAPIMongoDB
15Stream-Based Real-Time UPI Transaction Fraud Detection Using Apache Kafka and LSTM
Advanced
PythonTensorFlow LSTMApache KafkaFlaskMongoDB
Chatbot Projects — MCA AI ML
LLM · LangChain · RAG · Domain-Specific · Healthcare · Customer Support · GPT-4 · Gemini · Voice Bot
#MCA AI ML Project Title — ChatbotSoftware Tools Used
16RAG-Based Domain-Specific Chatbot for College Admissions Using LangChain, Pinecone and GPT-4
Advanced
PythonLangChain + GPT-4Pinecone VectorDBFlaskReact
17Healthcare Symptom Checker Chatbot Using Medical NER and Ontology-Guided Dialogue System
MCA
PythonBioBERTLangChainDjangoMongoDB
18Multilingual Customer Support Chatbot Using Gemini API with Automatic Language Detection and Fallback
MCA
PythonGemini / GPT-4DjangoMySQLReact
19Voice-Enabled AI Chatbot for Railway Enquiry Using Whisper STT and Text-to-Speech with Flask API
MCA
PythonOpenAI WhisperLangChainFlaskReact
20MCA AI Project: Agentic LLM Chatbot for Automated Database Query Answering (Text-to-SQL) Using LlamaIndex
Advanced
PythonLlamaIndexPostgreSQLFastAPIReact
Resume Screening Projects — MCA AI ML
BERT NER · Job-Candidate Matching · Skill Extraction · Bias Detection · ATS Portal · Career Recommendation
#MCA AI ML Project Title — Resume ScreeningSoftware Tools Used
21AI-Powered Resume Screening and Candidate Ranking System Using BERT Skill Extraction and TF-IDF Matching
MCA
PythonBERT NERscikit-learnDjangoMySQL
22Automated Job Description to Resume Matching Portal Using Semantic Similarity (Sentence-BERT)
MCA
PythonSBERTFlaskReactMySQL
23Bias-Aware Resume Screening System Using Fairness-Constrained Machine Learning for Gender and Age Neutrality
Advanced
PythonHugging FaceFairlearnDjangoMongoDB
24MCA Full-Stack ATS (Applicant Tracking System) with AI Resume Parser, Skill Gap Analyser and Interview Scheduler
MCA
PythonBERTDjangoReactPostgreSQL
25Career Path Recommendation System for Freshers Using Resume Analysis and Labour Market Trend Prediction
Advanced
PythonHugging Facescikit-learnFlaskStreamlit
Sentiment Analysis Projects — MCA AI ML
Product Reviews · Twitter · Multi-Aspect · Sarcasm Detection · Multilingual · Real-Time Dashboard
#MCA AI ML Project Title — Sentiment AnalysisSoftware Tools Used
26Multi-Aspect Sentiment Analysis for Amazon Product Reviews Using RoBERTa and Aspect Category Detection
Advanced
PythonRoBERTaPyTorchDjangoStreamlit
27Real-Time Twitter / X Sentiment Dashboard for Brand Monitoring Using Tweepy API and VADER
MCA
PythonVADER/TextBlobTweepy APIFlaskStreamlit
28Sarcasm Detection in Social Media Comments Using Contextual BERT and Linguistic Features
MCA
PythonBERTPyTorchFlaskMongoDB
29Multilingual Movie Review Sentiment Analysis Supporting Hindi, Tamil and English Using XLM-RoBERTa
Advanced
PythonXLM-RoBERTaDjangoMySQLReact
30MCA Sentiment Analysis Project: Government Policy Feedback Portal with NLP Sentiment Scoring and Report Generation
MCA
PythonDistilBERTDjangoMySQLReact
Disease Prediction Projects — MCA AI ML
Diabetes · Heart Disease · Cancer · COVID-19 · Mental Health · EHR · Drug Recommendation · Multi-Disease
#MCA AI ML Project Title — Disease PredictionSoftware Tools Used
31Multi-Disease Prediction System (Diabetes, Heart Disease, Kidney Disease) from EHR Data Using Ensemble ML
MCA
PythonXGBoost/RFscikit-learnDjangoMySQL
32Breast Cancer Malignancy Prediction Using Convolutional Neural Network on Mammogram Images
Advanced
PythonTensorFlow CNNOpenCVFlaskStreamlit
33Mental Health Depression Screening Web App Using NLP Analysis of Social Media Posts and Clinical Questionnaire
MCA
PythonBERTscikit-learnDjangoReact
34Drug-Drug Interaction Prediction for Polypharmacy Patients Using Graph Neural Network on Medical Knowledge Graph
Advanced
PythonPyTorch GeometricNeo4jFlaskStreamlit
35MCA Healthcare Project: Hospital Readmission Risk Prediction Using Federated Machine Learning on Patient Records
Advanced
PythonTensorFlow FederatedDjangoPostgreSQLReact
Stock Prediction Projects — MCA AI ML
LSTM · Prophet · Sentiment-Fusion · Crypto · Reinforcement Learning · Technical Indicators · MCA Data Science Projects
#MCA AI ML Project Title — Stock / Price PredictionSoftware Tools Used
36LSTM-Based Stock Price Prediction System with Twitter Sentiment Integration and OHLCV Technical Indicators
MCA
PythonTensorFlow LSTMTweepyFlaskStreamlit
37Cryptocurrency Price Forecasting Using Temporal Fusion Transformer (TFT) and On-Chain Metrics
Advanced
PythonPyTorch ForecastingDjangoStreamlitMongoDB
38Algorithmic Stock Trading Bot Using Reinforcement Learning (PPO) and OpenAI Gym FinRL Environment
Advanced
PythonFinRL / PyTorchFlaskStreamlitMongoDB
39Stock Market Crash Prediction Using News Headline Sentiment Analysis and BERT with Macro-Economic Features
MCA
PythonFinBERTscikit-learnFlaskStreamlit
40MCA Data Science Project: Mutual Fund NAV Prediction Dashboard Using Prophet and Monte Carlo Simulation
MCA
PythonProphet / NumPyFlaskStreamlitMySQL
Face Recognition Attendance Projects — MCA AI ML
FaceNet · DeepFace · Anti-Spoofing · Multi-Camera · Masked Face · Live Attendance · Emotion Detection
#MCA AI ML Project Title — Face Recognition / AttendanceSoftware Tools Used
41Face Recognition-Based Automated Attendance Management System Using FaceNet, OpenCV and Django Web Portal
MCA
PythonOpenCV + FaceNetDjangoMySQLReact
42Anti-Spoofing Face Liveness Detection for Secure Attendance Using 3D Depth Map and Silent Face Challenge
Advanced
PythonTensorFlowOpenCVFlaskMySQL
43Masked Face Recognition System Using Occlusion-Robust Deep Learning for Post-COVID Attendance Monitoring
MCA
PythonPyTorchOpenCVDjangoMySQL
44Student Emotion and Engagement Detection During Online Classes Using Facial Action Coding System (FACS)
Advanced
PythonDeepFace / MediaPipeTensorFlowFlaskReact
45Multi-Camera Face Recognition Attendance System for Large Classrooms Using FAISS Vector Similarity Search
Advanced
PythonFaceNet + FAISSDjangoMongoDBReact
Image Classification Projects — MCA AI ML
CNN · EfficientNet · ResNet · ViT · Skin Lesion · Plant Disease · Waste Classification · Medical X-Ray
#MCA AI ML Project Title — Image ClassificationSoftware Tools Used
46Multi-Label Skin Lesion Classification Using EfficientNet-B4 and Grad-CAM Visualisation for Dermatology AI
Advanced
PythonPyTorch EfficientNetOpenCVFlaskStreamlit
47Plant Leaf Disease Classification Web App Using VGG-16 Transfer Learning for Smart Farming
MCA
PythonTensorFlow VGG-16OpenCVDjangoMySQL
48Solid Waste Segregation AI System Using MobileNetV3 and Raspberry Pi Camera for Smart Dustbin
MCA
PythonMobileNetV3OpenCVFlaskMongoDB
49Chest X-Ray Pneumonia and COVID-19 Detection Using Vision Transformer (ViT) with GradCAM Explanation
Advanced
PythonViT (Hugging Face)PyTorchFlaskStreamlit
50Fashion Product Image Classification for E-Commerce Using ResNet-50 and Multi-Tag Attribute Labelling
MCA
PythonTensorFlow ResNet-50DjangoMongoDBReact
Object Detection Projects — MCA AI ML
YOLOv9 · DETR · Crowd Counting · Vehicle Detection · PPE Compliance · Weapon Detection · Surveillance
#MCA AI ML Project Title — Object DetectionSoftware Tools Used
51Real-Time PPE (Helmet, Vest, Gloves) Compliance Detection for Construction Sites Using YOLOv9 and CCTV
Advanced
PythonYOLOv9 + OpenCVFlaskMongoDBReact
52Weapon Detection in Surveillance Video Using YOLOv8 with Automatic Alert System Integration
Advanced
PythonYOLOv8 + OpenCVDjangoMongoDBTwilio SMS
53Smart Parking Slot Occupancy Detection System Using Aerial CCTV Feed and YOLOv9 with IoT Dashboard
MCA
PythonYOLOv9FlaskStreamlitMongoDB
54Crowd Density Estimation and Flow Analysis for Smart City Events Using CSRNet and Heatmap Overlay
Advanced
PythonPyTorch CSRNetOpenCVFlaskStreamlit
OCR Projects — MCA AI ML
TrOCR · Tesseract · Handwritten Text · Document Digitisation · Invoice OCR · Hindi OCR · Medical Prescription
#MCA AI ML Project Title — OCRSoftware Tools Used
55Handwritten Text Recognition OCR for Historical Document Digitisation Using Microsoft TrOCR Transformer
Advanced
PythonTrOCR (Hugging Face)OpenCVFlaskStreamlit
56AI-Powered Invoice / Receipt OCR and Data Extraction System Using Donut (Document Understanding Transformer)
MCA
PythonDonut ModelOpenCVDjangoMySQL
57Medical Prescription OCR and Drug Information Lookup System Using Tesseract and NLP Named Entity Recognition
MCA
PythonTesseract OCRspaCy NERFlaskMySQL
58Multi-Language OCR for Government Document Digitisation (Hindi, Kannada, Tamil) Using EasyOCR and Bhashini API
MCA
PythonEasyOCRIndicNLPDjangoMongoDB
Speech Recognition Projects — MCA AI ML
Whisper · DeepSpeech · Indian Languages · Voice Command · Audio Classification · Speaker Diarisation
#MCA AI ML Project Title — Speech RecognitionSoftware Tools Used
59Automatic Speech Recognition System for Indian Regional Languages (Hindi, Telugu, Kannada) Using OpenAI Whisper
MCA
PythonOpenAI WhisperFlaskReactMongoDB
60Real-Time Voice-Controlled Hospital Management System Using Whisper STT and Intent Classification NLP
MCA
PythonWhisper + spaCyDjangoMySQLReact
61Audio Deepfake Detection System Using Spectral Features and Deep Learning to Identify Synthetic Voice
Advanced
PythonPyTorchLibrosaFlaskStreamlit
62Speaker Diarisation System for Multi-Person Meeting Transcription Using Pyannote and Whisper
Advanced
PythonWhisperPyannote (HF)FlaskMongoDB
Natural Language Processing (NLP) Projects — MCA AI ML
Text Summarisation · QA System · Machine Translation · Document Clustering · Legal NLP · Code Generation · MCA NLP Projects
#MCA AI ML Project Title — NLP / Natural Language ProcessingSoftware Tools Used
63Abstractive Text Summarisation System for Research Papers Using BART and T5 Transformer Models
Advanced
PythonBART / T5 (HuggingFace)FlaskStreamlitMongoDB
64Legal Document Question Answering System Using LangChain, FAISS Vector Store and GPT-4 for Law Firms
Advanced
PythonLangChain + GPT-4FAISSFastAPIReact
65Multilingual Neural Machine Translation for Low-Resource Indian Languages Using mBART and IndicTrans2
Advanced
PythonmBART / IndicTrans2DjangoReactMongoDB
66AI Code Review and Explanation Tool Using CodeLlama for Python/Java Projects with GitHub Integration
Advanced
PythonCodeLlama (HF)LangChainFastAPIReact
67Customer Complaint Classification and Auto-Routing System for Telecom Using Zero-Shot NLP and LLM
MCA
PythonZero-Shot BART (HF)DjangoMySQLReact
All 67 MCA AI and ML project topics are aligned with IEEE Xplore 2026 publications and real-world industry applications. Contact us via WhatsApp to receive the IEEE base paper, Python source code, trained model files, dataset, Django/Flask/React web app, project report (VTU / Anna University / JNTU format), PPT presentation and viva Q&A for any topic above. Custom MCA AI ML topics are also accepted — share your domain, preferred tools and deadline and we will suggest the best project within 30 minutes.

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.

✅ MCA Projects on AI and ML 2026
✅ MCA Artificial Intelligence Projects
✅ MCA Machine Learning Projects
✅ MCA Final Year AI Projects with Source Code
✅ MCA Deep Learning Projects
✅ MCA Python AI ML Projects
✅ MCA Django Projects AI
✅ MCA Flask Projects ML
✅ MCA React Full Stack AI Projects
✅ MCA Recommendation System Projects
✅ MCA Fake News Detection Projects
✅ MCA Fraud Detection Projects
✅ MCA Chatbot Projects LangChain GPT
✅ MCA Resume Screening AI Projects
✅ MCA Sentiment Analysis Projects
✅ MCA Disease Prediction Projects
✅ MCA Stock Prediction Projects LSTM
✅ MCA Face Recognition Attendance Projects
✅ MCA Image Classification Projects CNN
✅ MCA Object Detection Projects YOLO
✅ MCA OCR Projects Handwritten Text
✅ MCA Speech Recognition Projects Whisper
✅ MCA NLP Projects BERT RoBERTa
✅ MCA Data Science Projects
✅ MCA Data Analytics Projects
✅ MCA Healthcare AI Projects
✅ MCA E-Commerce AI Projects
✅ MCA Major Projects AI ML Bangalore
✅ MCA Mini Projects AI ML Python
✅ MCA Projects PDF with Source Code
✅ MCA Academic Research AI Projects
✅ MCA Internship Projects AI ML

Frequently Asked Questions — MCA Projects on AI and ML

Best MCA projects on AI and ML for final year 2026 include: RAG-Based College Admission Chatbot (LangChain + GPT-4), Real-Time Credit Card Fraud Detection (AutoEncoder + XGBoost), BERT-Based Fake News Detection with Explainability (LIME/SHAP), Multi-Disease Prediction System from EHR Data (XGBoost ensemble), Face Recognition Attendance System with Anti-Spoofing (FaceNet + OpenCV), Hybrid Recommendation Engine for E-Commerce (BERT + Collaborative Filtering), LSTM Stock Prediction with Twitter Sentiment (TensorFlow + FinBERT), Multi-Language OCR for Document Digitisation (TrOCR + EasyOCR), Student Emotion Detection During Online Classes (DeepFace + TensorFlow), and Legal Document QA System (LangChain + FAISS + GPT-4). All include Python source code, Django/Flask web app, report and viva support.
MCA AI and ML projects use Python as the primary language with TensorFlow, PyTorch, Keras, scikit-learn, Hugging Face Transformers, OpenCV, LangChain, LlamaIndex, NLTK, spaCy and XGBoost for the AI/ML layer. Web frameworks include Django, Flask, FastAPI and React.js. Databases include MySQL, PostgreSQL, MongoDB and Firebase. Cloud deployment uses AWS or Google Cloud. Demo tools include Streamlit and Gradio. For MCA mobile app AI projects, Android Studio with TFLite or Python Flask backend is used. The exact stack depends on the project type — chatbot projects use LangChain + GPT-4, image projects use PyTorch + OpenCV, and NLP projects use Hugging Face Transformers.
MCA mini projects in AI and ML are smaller, demo-ready projects completed in 5–10 days — typically a single model (e.g. sentiment analysis, disease prediction, face recognition) with a Streamlit or Flask web interface. MCA major projects are comprehensive, full-stack AI applications with a multi-module architecture (user panel, admin panel, database, trained model API, REST backend and React frontend) that take 15–25 days. Major projects are suitable for distinction-level submissions, research publications or internship portfolio showcases. We offer both — WhatsApp us with your deadline and university guidelines to select the right scope.
Yes. All MCA AI and ML project reports and documentation are prepared as per VTU, Anna University, JNTU Hyderabad, JNTU Kakinada, SRM, Manipal, Amrita, Symbiosis and all autonomous college formats. We customise the abstract, chapter structure (Introduction, Literature Review, System Design, Implementation, Testing, Conclusion), software specification section and IEEE/APA references to match your university's project report template. Just share your university format when contacting us.
Yes. Research-level MCA AI and ML projects (labelled "Advanced" above) are designed to produce publication-quality results suitable for IEEE Access, Elsevier Expert Systems with Applications, Elsevier Computers in Biology and Medicine, Springer Journal of Intelligent Information Systems and other Scopus/SCI-indexed journals. We provide full manuscript writing, LaTeX formatting in IEEE two-column format, plagiarism correction (Turnitin / iThenticate, below 10%) and journal submission guidance as an add-on service.
Typical MCA AI and ML project completion: mini projects (sentiment analysis, basic disease prediction, simple chatbot) — 5–8 working days; standard MCA projects (face recognition attendance, recommendation engine, stock prediction with dashboard) — 10–15 working days; advanced/research-quality major projects (federated fraud detection, RAG chatbot with FAISS, multi-camera face recognition, multimodal fake news detection) — 18–25 working days. Express delivery is available for urgent university deadlines — WhatsApp us at +91 95919 12372 with your submission date and project type.