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20+ Machine Learning Project Topics

Machine Learning Final Year Projects in Bangalore, engineered for intelligence.

From deep learning and transformer-based NLP to computer vision, federated learning, generative AI, reinforcement learning and explainable AI — explore IEEE 2025–2026 machine learning project topics with Python / TensorFlow / PyTorch implementations, source code, report, PPT and viva support for BE, B.Tech, MTech and PhD scholars.

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Python 3 TensorFlow / Keras PyTorch Scikit-learn HuggingFace BERT / GPT LangChain OpenCV YOLOv8 / DETR XGBoost / LightGBM MLflow / DVC Weights & Biases AWS SageMaker OpenAI API Kaggle / Colab

20+ IEEE 2026 Machine Learning Topics & Tools

A curated shortlist of IEEE-style 2025–2026 machine learning project topics for BE, B.Tech, MTech and PhD scholars — each comes with source code, implementation guidance, architecture diagrams, dataset references, report, PPT and viva support.

# Project Title / Topic Core Tools & Technology
01Transformer-Based Sentiment Analysis and Opinion Mining on Social Media StreamsPython, BERT, HuggingFace, Twitter API
02Real-Time Object Detection and Tracking for Autonomous Vehicles using YOLOv8Python, YOLOv8, OpenCV, CUDA
03Federated Learning Framework for Privacy-Preserving Medical Image ClassificationPython, PySyft, TensorFlow, MNIST
04Explainable AI for Credit Risk Prediction using SHAP and LIME InterpretabilityPython, XGBoost, SHAP, LIME
05Generative Adversarial Network for Synthetic Medical Image AugmentationPython, PyTorch, DCGAN, NIH CXR Dataset
06Deep Reinforcement Learning for Dynamic Resource Allocation in Cloud NetworksPython, Stable-Baselines3, OpenAI Gym
07Graph Neural Network-Based Fraud Detection in Financial Transaction NetworksPython, PyG, DGL, IEEE-CIS Dataset
08Multimodal Large Language Model for Visual Question AnsweringPython, CLIP, GPT-4V, HuggingFace
09LSTM and Temporal Convolutional Network for Multivariate Time-Series ForecastingPython, TensorFlow, Keras, Prophet
10Automated Machine Learning Pipeline with Neural Architecture SearchPython, Auto-Keras, Optuna, MLflow
11Skin Lesion Classification using Transfer Learning on Dermoscopic ImagesPython, PyTorch, ResNet-50, ISIC Dataset
12Named Entity Recognition for Clinical NLP using BioBERT and CRF LayerPython, BioBERT, spaCy, i2b2 Dataset
13Anomaly Detection in Industrial IoT Sensor Data using AutoencodersPython, TensorFlow, Keras, MIMII Dataset
14Continual Learning for Incremental Image Classification without Catastrophic ForgettingPython, PyTorch, EWC, CIFAR-100
15Retrieval-Augmented Generation System for Domain-Specific Question AnsweringPython, LangChain, FAISS, OpenAI API
16Self-Supervised Contrastive Learning for Low-Resource Image RecognitionPython, SimCLR, PyTorch, ImageNet
17Predictive Maintenance for Manufacturing Equipment using Random Forest and XGBoostPython, Scikit-learn, XGBoost, NASA Bearing
18Diffusion Model for High-Fidelity Image Synthesis and Text-Guided EditingPython, Stable Diffusion, Diffusers, CLIP
19Knowledge Graph Embedding for Recommender Systems using TransE and RotatEPython, PyKEEN, DGL-KE, Freebase
20Multi-Task Learning for Joint Emotion Recognition and Sarcasm Detection in TextPython, RoBERTa, HuggingFace, SemEval
21Brain Tumour Segmentation from MRI Scans using 3D U-Net with Attention GatesPython, PyTorch, MONAI, BraTS Dataset
22Causal Inference and Counterfactual Reasoning for Healthcare Decision SupportPython, DoWhy, EconML, MIMIC-III

Titles are refreshed periodically to stay aligned with current IEEE publication trends. Call us for the full base-paper list and abstract for any topic above.