Latest IEEE 2026 Machine Learning & AI Project Topics for MTech & BE
55 topics sourced from IEEE Xplore 2026 — covering Predictive Modeling, Computer Vision (Perception AI), Natural Language Processing, Image Processing, Video Processing, Deep Learning Architectures (CNN, LSTM, GAN, Transformer), Reinforcement Learning, Federated Learning and Explainable AI using Python, TensorFlow, PyTorch, Scikit-learn, Keras, OpenCV and MATLAB.
| # | IEEE 2026 Machine Learning Project Topic | Tool / Framework | Category |
|---|---|---|---|
| 01 | Deep Learning Based Brain Tumor Classification from MRI Images | Python / TensorFlow | Image Processing / Medical AI |
| 02 | Transformer Based Sentiment Analysis on Social Media Text | Python / PyTorch | NLP |
| 03 | YOLOv8 Based Real-Time Object Detection for Autonomous Vehicles | Python / OpenCV | Computer Vision / Perception AI |
| 04 | LSTM Based Stock Market Price Prediction Model | Python / Keras | Predictive Modeling |
| 05 | GAN Based Synthetic Medical Image Generation for Data Augmentation | Python / PyTorch | Image Processing / GAN |
| 06 | BERT Based Fake News Detection System | Python / TensorFlow | NLP |
| 07 | CNN Based Facial Emotion Recognition System | Python / OpenCV | Computer Vision |
| 08 | Random Forest Based Credit Card Fraud Detection | Python / Scikit-learn | Predictive Modeling / Anomaly Detection |
| 09 | Video Action Recognition using 3D CNN for Surveillance Systems | Python / PyTorch | Video Processing |
| 10 | Semantic Segmentation of Satellite Images using U-Net Architecture | Python / TensorFlow | Image Processing / Computer Vision |
| 11 | AI Chatbot using Sequence-to-Sequence Deep Learning Model | Python / TensorFlow | NLP / Conversational AI |
| 12 | Federated Learning Based Privacy-Preserving Disease Prediction | Python / PyTorch | Federated Learning / Predictive Modeling |
| 13 | Deep Reinforcement Learning for Autonomous Robot Navigation | Python / TensorFlow | Reinforcement Learning |
| 14 | Transfer Learning Based Plant Disease Detection from Leaf Images | Python / Keras | Image Processing / Transfer Learning |
| 15 | Speech Emotion Recognition using Deep Neural Networks | Python / TensorFlow | NLP / Audio Processing |
| 16 | Explainable AI for Interpretable Loan Approval Prediction | Python / Scikit-learn | Explainable AI / Predictive Modeling |
| 17 | Vision Transformer (ViT) Based Image Classification System | Python / PyTorch | Computer Vision / Transformer |
| 18 | Multi-Object Tracking in Video using Deep SORT Algorithm | Python / OpenCV | Video Processing / Computer Vision |
| 19 | Customer Churn Prediction using Ensemble Machine Learning | Python / Scikit-learn | Predictive Modeling |
| 20 | Named Entity Recognition for Legal Document Analysis using NLP | Python / SpaCy | NLP |
| 21 | Diabetic Retinopathy Detection from Fundus Images using CNN | Python / TensorFlow | Image Processing / Medical AI |
| 22 | Autoencoder Based Network Intrusion Detection System | Python / Keras | Anomaly Detection / Cybersecurity AI |
| 23 | Real-Time Driver Drowsiness Detection using Computer Vision | Python / OpenCV | Computer Vision / Perception AI |
| 24 | Text Summarization using Transformer Based Encoder-Decoder Model | Python / PyTorch | NLP |
| 25 | Crop Yield Prediction using Machine Learning and Satellite Data | Python / Scikit-learn | Predictive Modeling / Agri-Tech AI |
| 26 | Deepfake Video Detection using CNN-LSTM Hybrid Model | Python / TensorFlow | Video Processing / Deep Learning |
| 27 | Hand Gesture Recognition for Sign Language Translation | Python / MediaPipe | Computer Vision |
| 28 | Time Series Forecasting of Electricity Load using LSTM Networks | Python / Keras | Predictive Modeling / Time Series |
| 29 | Aspect Based Sentiment Analysis for Product Review Mining | Python / BERT | NLP |
| 30 | Pose Estimation Based Human Activity Recognition System | Python / OpenPose | Computer Vision / Video Processing |
| 31 | Skin Cancer Classification using Deep Convolutional Neural Network | Python / TensorFlow | Image Processing / Medical AI |
| 32 | Graph Neural Network for Recommendation System | Python / PyTorch Geometric | Predictive Modeling / GNN |
| 33 | License Plate Recognition using YOLO and OCR | Python / OpenCV | Computer Vision |
| 34 | Question Answering System using Large Language Model Fine-Tuning | Python / Hugging Face | NLP / LLM |
| 35 | Anomaly Detection in Surveillance Video using Autoencoders | Python / TensorFlow | Video Processing / Anomaly Detection |
| 36 | Predictive Maintenance of Industrial Equipment using Sensor Data | Python / Scikit-learn | Predictive Modeling / IoT AI |
| 37 | Image Super-Resolution using Generative Adversarial Network | Python / PyTorch | Image Processing / GAN |
| 38 | Multilingual Machine Translation using Sequence Transformer Model | Python / TensorFlow | NLP |
| 39 | Self-Driving Car Lane Detection using Semantic Segmentation | Python / OpenCV | Computer Vision / Perception AI |
| 40 | COVID-19 Detection from Chest X-Ray Images using Transfer Learning | Python / Keras | Image Processing / Medical AI |
| 41 | Music Genre Classification using Deep Learning on Audio Spectrograms | Python / TensorFlow | Audio Processing / Deep Learning |
| 42 | XGBoost Based Heart Disease Prediction System | Python / Scikit-learn | Predictive Modeling / Healthcare AI |
| 43 | Real-Time Face Mask Detection using MobileNet CNN | Python / OpenCV | Computer Vision |
| 44 | Toxic Comment Classification using Bidirectional LSTM | Python / Keras | NLP |
| 45 | Video Summarization using Deep Learning Key-Frame Extraction | Python / PyTorch | Video Processing |
| 46 | Image Captioning using CNN-LSTM Encoder-Decoder Architecture | Python / TensorFlow | Computer Vision / NLP |
| 47 | Customer Demand Forecasting using Hybrid ARIMA-LSTM Model | Python / Statsmodels | Predictive Modeling / Forecasting |
| 48 | Underwater Image Enhancement using Deep Learning | Python / OpenCV | Image Processing |
| 49 | Speaker Identification System using Deep Neural Embeddings | Python / PyTorch | NLP / Audio Processing |
| 50 | Crowd Density Estimation in Video using CNN Regression Model | Python / TensorFlow | Video Processing / Computer Vision |
| 51 | Document Layout Analysis using Deep Learning for OCR Pipelines | Python / TensorFlow | Image Processing / NLP |
| 52 | Generative AI Based Image-to-Image Style Transfer using GAN | Python / PyTorch | Generative AI / Image Processing |
| 53 | Multimodal Sentiment Analysis from Text, Audio and Video | Python / PyTorch | NLP / Multimodal AI |
| 54 | Energy Consumption Prediction in Smart Buildings using Machine Learning | Python / Scikit-learn | Predictive Modeling |
| 55 | Real-Time Sign Language to Text Conversion using Deep Learning | Python / TensorFlow | Computer Vision / NLP |