Machine Learning Projects
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Machine Learning Projects List
Here the list of Popular ml projects include image classification, natural language processing, recommendation systems, predictive analytics, sentiment analysis, and anomaly detection.
| S.NO | IEEE PROJECT TITLES | Abstract |
|---|---|---|
| PY5ML1 | Loop Residual Attention Network for Automatic Segmentation of COVID-19 Chest X-Ray Images | Abstract |
| PY5ML2 | Biomedical Image Analysis for Colon and Lung Cancer Detection Using Tuna Swarm Algorithm With Deep Learning Model | Abstract |
| PY5ML3 | EMED-UNet An Efficient Multi-Encoder-Decoder Based UNet for Medical Image Segmentation | Abstract |
| PY5ML4 | A Lightweight and Multi-Stage Approach for Android Malware Detection Using Non-Invasive Machine Learning Techniques | Abstract |
| PY5ML5 | A Transfer Learning Approach to Breast Cancer Classification in a Federated Learning Framework | Abstract |
| PY5ML6 | A Multi-Stage Machine Learning and Fuzzy Approach to Cyber-Hate Detection | Abstract |
| PY5ML7 | A Stock Price Prediction Method Based on BiLSTM and Improved Transformer | Abstract |
| PY5ML8 | Application of X-Ray Imaging and Convolutional Neural Networks in the Prediction of Tomato Seed Viability | Abstract |
| PY5ML9 | Analysis of Facial Expressions to Estimate the Level of Engagement in Online Lectures | Abstract |
| PY5ML10 | An Efficient Transfer and Ensemble Learning Based Computer Aided Breast Abnormality Diagnosis System | Abstract |
| PY5ML11 | A Systematic Literature Review on Multimodal Machine Learning Applications Challenges Gaps and Future Directions | Abstract |
| PY5ML12 | A Novel Two-Stage Deep Learning Model for Network Intrusion Detection LSTM-AE | Abstract |
| PY5ML13 | A Deep Ensemble Learning-Based CNN Architecture for Multiclass Retinal Fluid Segmentation in OCT Images | Abstract |
| PY5ML14 | FieldPlant A Dataset of Field Plant Images for Plant Disease Detection and Classification With Deep Learning | Abstract |
| PY5ML15 | Abnormality Detection in Chest X-Ray via Residual-Saliency From Normal Generation | Abstract |
| PY5ML16 | A Machine Learning Approach Using Statistical Models for Early Detection of Cardiac Arrest in Newborn Babies in the Cardiac Intensive Care Unit | Abstract |
| PY5ML17 | A Network Intrusion Detection System for Building Automation and Control Systems | Abstract |
| PY5ML18 | Computer Vision-Based Assessment of Autistic Children Analyzing Interactions Emotions Human Pose and Life Skills | Abstract |
| PY5ML19 | Automatic Liver Cancer Detection Using Deep Convolution Neural Network | Abstract |
| PY5ML20 | A Nested Attention Guided UNet Architecture for White Matter Hyperintensity Segmentation | Abstract |
| PY5ML21 | GARL-Net Graph Based Adaptive Regularized Learning Deep Network for Breast Cancer Classification | Abstract |
| PY5ML22 | A Quantitative Logarithmic Transformation-Based Intrusion Detection System | Abstract |
| PY5ML23 | A Signature Transform of Limit Order Book Data for Stock Price Prediction | Abstract |
| PY5ML24 | A Systematic Review on Federated Learning in Medical Image Analysis | Abstract |
| PY5ML25 | Comparative Analysis of Intrusion Detection Systems and Machine Learning-Based Model Analysis Through Decision Tree | Abstract |
| PY5ML26 | A Privacy-Preserving Learning Method for Analyzing HEV Drivers Driving Behaviors | Abstract |
| PY5ML27 | 3D Reconstruction of Gastrointestinal Regions Using Single-View Methods | Abstract |
| PY5ML28 | Automated Segmentation of Brain Tumor MRI Images Using Deep Learning | Abstract |
| PY5ML29 | AMSeg A Novel Adversarial Architecture Based Multi-Scale Fusion Framework for Thyroid Nodule Segmentation | Abstract |
| PY5ML30 | Identification of Emotions From Facial Gestures in a Teaching Environment With the Use of Machine Learning Techniques | Abstract |
| PY5ML31 | An Attention-Based Convolutional Neural Network for Intrusion Detection Model | Abstract |
| PY5ML32 | Constructing a Meta-Learner for Unsupervised Anomaly Detection | Abstract |
| PY5ML33 | A Boosting-Based Hybrid Feature Selection and Multi-Layer Stacked Ensemble Learning Model to Detect Phishing Websites | Abstract |
| PY5ML34 | A Review on Alzheimers Disease Through Analysis of MRI Images Using Deep Learning Techniques | Abstract |
| PY5ML35 | An Improved Densenet Deep Neural Network Model for Tuberculosis Detection Using Chest X-Ray Images | Abstract |
| PY5ML36 | Bit-Plane and Correlation Spatial Attention Modules for Plant Disease Classification | Abstract |
| PY5ML37 | An Automated Chest X-Ray Image Analysis for Covid-19 and Pneumonia Diagnosis using Deep Ensemble Strategy | Abstract |
| PY5ML38 | BI-RADS-NET-V2: A Composite Multi-Task Neural Network for Computer-Aided Diagnosis of Breast Cancer in Ultrasound Images With Semantic and Quantitative Explanations | Abstract |
| PY5ML39 | A Machine Learning-Sentiment Analysis on Monkeypox Outbreak An Extensive Dataset to Show the Polarity of Public Opinion From Twitter Tweets | Abstract |
| PY5ML40 | A CNN-Model to Classify Low-Grade and High-Grade Glioma From MRI Images | Abstract |
| PY5ML41 | A Distracted Driving Detection Model Based On Driving Performance | Abstract |
| PY5ML42 | An End-to-End Deep Learning Framework for Real-Time Denoising of Heart Sounds for Cardiac Disease Detection in Unseen Noise | Abstract |
| PY5ML43 | A Multilingual Spam Reviews Detection Based on Pre-Trained Word Embedding and Weighted Swarm Support Vector Machines | Abstract |
| PY5ML44 | A Systematic Literature Review on Plant Disease Detection Motivations Classification Techniques Datasets Challenges and Future Trends | Abstract |
| PY5ML45 | Classification of Liver Fibrosis From Heterogeneous Ultrasound Image | Abstract |
| PY5ML46 | A Novel Machine Learning Approach for Android Malware Detection Based on the Co-Existence of Features | Abstract |
| PY5ML47 | A Text Mining and Statistical Approach for Assessment of Pedagogical Impact of Students Evaluation of Teaching and Learning Outcome in Education | Abstract |
| PY5ML48 | A Lightweight Network Deployed on ARM Devices for Hand Gesture Recognition | Abstract |
| PY5ML49 | Automated Stroke Prediction Using Machine Learning An Explainable and Exploratory Study With a Web Application for Early Intervention | Abstract |
| PY5ML50 | A Machine Learning Framework for Early-Stage Detection of Autism Spectrum Disorders | Abstract |
| PY5ML51 | A Swin Transformer-Based Approach for Motorcycle Helmet Detection | Abstract |
| PY5ML52 | A Comprehensive Joint Learning System to Detect Skin Cancer | Abstract |
| PY5ML53 | A Novel Rumor Detection Method Based on Non-Consecutive Semantic Features and Comment Stance | Abstract |
| PY5ML54 | 2D-3D Facial Image Analysis for Identification of Facial Features Using Machine Learning Algorithms With Hyper-Parameter Optimization for Forensics Applications | Abstract |
| PY5ML55 | A CNN-OSELM Multi-Layer Fusion Network With Attention Mechanism for Fish Disease Recognition in Aquaculture | Abstract |
| PY5ML56 | A VAN-Based Multi-Scale Cross-Attention Mechanism for Skin Lesion Segmentation Network | Abstract |
| PY5ML57 | A BP Neural Network-Assisted Smart Decision Method for Education Quality | Abstract |
| PY5ML58 | Air Quality Index Forecasting via Genetic Algorithm-Based Improved Extreme Learning Machine | Abstract |
| PY5ML59 | Internet of Things and Deep Learning Enabled Diabetic Retinopathy Diagnosis Using Retinal Fundus Images | Abstract |
| PY5ML60 | EfficientNetB3-Adaptive Augmented Deep Learning AADL for Multi-Class Plant Disease Classification | Abstract |
| PY5ML61 | Human Behavior Recognition Based on Multiscale Convolutional Neural Network | Abstract |
| PY5ML62 | A Review of Methodologies for Fake News Analysis | Abstract |
| PY5ML63 | 3D Visualization of Pulmonary Vessel Based on Low-Cost Segmentation and Fast Reconstruction | Abstract |
| PY5ML64 | 3D Point Cloud Semantic Segmentation System Based on Lightweight FPConv | Abstract |
| PY5ML65 | DeepSkin: A Deep Learning Approach for Skin Cancer Classification | Abstract |
| PY5ML66 | Exudate Regeneration for Automated Exudate Detection in Retinal Fundus Images | Abstract |
| PY5ML67 | A Guided Neural Network Approach to Predict Early Readmission of Diabetic Patients | Abstract |
| PY4ML1 | A Survey on Data Pricing from Economics to Data Science | Abstract |
| PY4ML2 | Deep Constraint-based Propagation in Graph Neural Networks | Abstract |
| PY4ML3 | Role-based Graph Embeddings | Abstract |
| PY4ML4 | A heterogeneous ensemble learning method for neuroblastoma survival prediction | Abstract |
| PY4ML5 | Segmented Generative Networks Data Generation in the Uniform Probability Space | Abstract |
| PY4ML6 | Unsupervised Ensemble Classification with Sequential and Networked Data | Abstract |
| PY4ML7 | A Review for Weighted MinHash Algorithms | Abstract |
| PY4ML8 | PGeoTopic: A Distributed Solution for Mining Geographical Topic Models | Abstract |
| PY4ML9 | Cold-Start Active Sampling Via ?-Tube | Abstract |
| PY4ML10 | Gradual Machine Learning for Entity Resolution | Abstract |
| PY4ML11 | Composite Kernel of Mutual Learning on Mid-Level Features for Hyperspectral Image Classification | Abstract |
| PY4ML12 | Multiview Feature Learning With Multiatlas-Based Functional Connectivity Networks for MCI Diagnosis | Abstract |
| PY4ML13 | A Deep Multi-View Framework for Anomaly Detection on Attributed Networks | Abstract |
| PY4ML14 | A Hybrid System Based on Dynamic Selection for Time Series Forecasting | Abstract |
| PY4ML15 | Using Randomness to Improve Robustness of Tree-based Models Against Evasion Attacks | Abstract |
| PY4ML16 | Large-Scale Affine Matrix Rank Minimization With a Novel Nonconvex Regularizer | Abstract |
| PY4ML17 | Data Representation by Joint Hypergraph Embedding and Sparse Coding | Abstract |
| PY4ML18 | T-PAIR: Temporal Node-Pair Embedding for Automatic Biomedical Hypothesis Generation | Abstract |
| PY4ML19 | Learnable Weighting of Intra-Attribute Distances for Categorical Data Clustering with Nominal and Ordinal Attributes | Abstract |
| PY4ML20 | PPD: A Scalable and Efficient Parallel Primal-Dual Coordinate Descent Algorithm | Abstract |
| PY4ML21 | Spectral_Temporal Receptive Field-Based Descriptors and Hierarchical Cascade Deep Belief Network for Guitar Playing Technique Classification | Abstract |
| PY4ML22 | Modeling Dynamic User Preference via Dictionary Learning for Sequential Recommendation | Abstract |
| PY4ML23 | Multisource-Refined Transfer Network for Industrial Fault Diagnosis Under Domain and Category Inconsistencies | Abstract |
| PY4ML24 | A Deep Neural Network for Crossing-City POI Recommendations | Abstract |
| PY4ML25 | Deep Pairwise Hashing for Cold-start Recommendation | Abstract |
| PY4ML26 | Database Meets Artificial Intelligence: A Survey | Abstract |
| PY4ML27 | Incorporating Multi-Source Urban Data for Personalized and Context-Aware Multi-Modal Transportation Recommendation | Abstract |
| PY4ML28 | A Novel Discriminative Dictionary Pair Learning Constrained by Ordinal Locality for Mixed Frequency Data Classification | Abstract |
| PY4ML29 | Capri: Consensus Accelerated Proximal Reweighted Iteration for A Class of Nonconvex Minimizations | Abstract |
| PY4ML30 | Group Sampling for Scale Invariant Face Detection | Abstract |
| PY4ML31 | GAIN: Graph Attention & Interaction Network for Inductive Semi-Supervised Learning Over Large-Scale Graphs | Abstract |
| PY4ML32 | Scaling Up Generalized Kernel Methods | Abstract |
| PY4ML33 | Sharing Matters for Generalization in Deep Metric Learning | Abstract |
| PY4ML34 | Semantic Interpretation of Top-N Recommendations | Abstract |
| PY4ML35 | Multi-Task Weakly-Supervised Attention Network for Dementia Status Estimation With Structural MRI | Abstract |
| PY4ML36 | Optimal Scale Combination Selection Integrating Three-Way Decision With Hasse Diagram | Abstract |
| PY4ML37 | A High-Performance Index for Real-Time Matrix Retrieval | Abstract |
| PY4ML38 | Feature Selection Boosted by Unselected Features | Abstract |
| PY4ML39 | Iterative Refinement for Multi-source Visual Domain Adaptation | Abstract |
| PY4ML40 | CAMU Cycle-Consistent Adversarial Mapping Model for User Alignment across Social Networks | Abstract |
| PY4ML41 | BayesFlow Learning Complex Stochastic Models With Invertible Neural Networks | Abstract |
| PY4ML42 | Deep Cross-Output Knowledge Transfer Using Stacked-Structure Least-Squares Support Vector Machines | Abstract |
| PY4ML43 | Global Negative Correlation Learning A Unified Framework for Global Optimization of Ensemble Models | Abstract |
| PY4ML44 | SR-EM: Episodic Memory Aware of Semantic Relations Based on Hierarchical Clustering Resonance Network | Abstract |
| PY4ML45 | Item Concept Network Towards Concept-based Item Representation Learning | Abstract |
| PY4ML46 | Manifold Modeling in Embedded Space An Interpretable Alternative to Deep Image Prior | Abstract |
| PY4ML47 | Robust Variational Learning for Multiclass Kernel Models With Stein Refinement | Abstract |
| PY4ML48 | Head Pose Estimation Based on Multivariate Label Distribution | Abstract |
| PY4ML49 | Large Scale Network Embedding A Separable Approach | Abstract |
| PY4ML50 | Online Reinforcement Learning Control by Direct Heuristic Dynamic Programming: From Time-Driven to Event-Driven | Abstract |
| PY4ML51 | Representation Learning from Limited Educational Data with Crowdsourced Labels | Abstract |
| PY4ML52 | Representative Task Self-Selection for Flexible Clustered Lifelong Learning | Abstract |
| PY4ML53 | Multi-Dimensional Randomized Response | Abstract |
| PY4ML54 | Improving Speech Emotion Recognition With Adversarial Data Augmentation Network | Abstract |
| PY4ML55 | Multiview Subspace Clustering With Grouping Effect | Abstract |
| PY4ML56 | Spatio-Temporal-Spectral Hierarchical Graph Convolutional Network With Semisupervised Active Learning for Patient-Specific Seizure Prediction | Abstract |
| PY4ML57 | PRIMAL-GMM: PaRametrIc MAnifold Learning of Gaussian Mixture Models | Abstract |
| PY4ML58 | Bioinspired Scene Classification by Deep Active Learning With Remote Sensing Applications | Abstract |
| PY4ML59 | Representation Learning with Multi-level Attention for Activity Trajectory Similarity Computation | Abstract |
| PY4ML60 | A Survey on Knowledge Graph-Based Recommender Systems | Abstract |
| PY4ML61 | Deep Learning for Spatio-Temporal Data Mining A Survey | Abstract |
| PY4ML62 | Optimizing Attention for Sequence Modeling via Reinforcement Learning | Abstract |
| PY4ML63 | An Experimentation Platform for On-Chip Integration of Analog Neural Networks: A Pathway to Trusted and Robust Analog/RF ICs | Abstract |
| PY4ML64 | Small Low-Contrast Target Detection Data-Driven Spatiotemporal Feature Fusion and Implementation | Abstract |
| PY4ML65 | Adaptive Lower-level Driven Compaction to Optimize LSM-Tree Key-Value Stores | Abstract |
| PY4ML66 | Deep Ladder-Suppression Network for Unsupervised Domain Adaptation | Abstract |
| PY4ML67 | GarNet++: Improving Fast and Accurate Static 3D Cloth Draping by Curvature Loss | Abstract |
| PY4ML68 | Deep Visual Odometry with Adaptive Memory | Abstract |
| PY4ML69 | A Multi-criteria Approach for Fast and Robust Representative Selection from Manifolds | Abstract |
| PY4ML70 | Social Attentive Deep Q-networks for Recommender Systems | Abstract |
| PY4ML71 | Learning to Solve Task-Optimized Group Search for Social Internet of Things | Abstract |
| PY4ML72 | A Novel Method for Creating an Optimized Ensemble Classifier by Introducing Cluster Size Reduction and Diversity | Abstract |
| PY4ML73 | Short Text Topic Modeling Techniques, Applications, and Performance: A Survey | Abstract |
| PY4ML74 | Domain-adversarial Network Alignment | Abstract |
| PY4ML75 | Robust Rank-Constrained Sparse Learning: A Graph-Based Framework for Single View and Multiview Clustering | Abstract |
| PY4ML76 | Saliency-Based Multilabel Linear Discriminant Analysis | Abstract |
| PY4ML77 | RGBT Tracking via Noise-Robust Cross-Modal Ranking | Abstract |
| PY4ML78 | Learning Fuzzy AutomatonÂs Event Transition Matrix When Post-Event State Is Unknown | Abstract |
| PY4ML79 | Multi-view Consensus Proximity Learning for Clustering | Abstract |
| PY4ML80 | Hypergraph Partitioning With Embeddings | Abstract |
| PY4ML81 | Minority Sub-region Estimation-based Oversampling for Imbalance Learning | Abstract |
| PY4ML82 | Industrial Power Load Forecasting Method Based on Reinforcement Learning and PSO-LSSVM | Abstract |
| PY4ML83 | Clustering Analysis via Deep Generative Models With Mixture Models | Abstract |
| PY4ML84 | Adaptive Hierarchical Attention-Enhanced Gated Network Integrating Reviews for Item Recommendation | Abstract |
| PY4ML85 | Semisupervised Multiple Choice Learning for Ensemble Classification | Abstract |
| PY4ML86 | A Survey on Large-scale Machine Learning | Abstract |
| PY4ML87 | Momentum Acceleration in the Individual Convergence of Nonsmooth Convex Optimization With Constraints | Abstract |
| PY4ML88 | Transductive Multiview Modeling With Interpretable Rules, Matrix Factorization, and Cooperative Learning | Abstract |
| PY4ML89 | Mixture Correntropy-Based Kernel Extreme Learning Machines | Abstract |
| PY4ML90 | Toward Predicting Active Participants in Tweet Streams: A Case Study on Two Civil Rights Events | Abstract |
| PY4ML91 | More Than Privacy Applying Differential Privacy in Key Areas of Artificial Intelligence | Abstract |
| PY4ML92 | Enhancing Factorization Machines with Generalized Metric Learning | Abstract |
| PY4ML93 | Unsupervised Feature Learning Architecture with Multi-clustering Integration RBM | Abstract |
| PY4ML94 | A Survey on Modern Deep Neural Network for Traffic Prediction Trends, Methods and Challenges | Abstract |
| PY4ML95 | Consensus One-step Multi-view Subspace Clustering | Abstract |
| PY4ML96 | Conditional Random Fields for Multiview Sequential Data Modeling | Abstract |
| PY4ML97 | Active Learning for Estimating Reachable Sets for Systems With Unknown Dynamics | Abstract |
| PY4ML98 | Semi-supervised Concept Learning by Concept-cognitive Learning and Concept Space | Abstract |
| PY4ML99 | Graph Neural Network for Fraud Detection via Spatial-temporal Attention | Abstract |
| PY4ML100 | Analysis on the Number of Linear Regions of Piecewise Linear Neural Networks | Abstract |
| PY4ML101 | Regularization on Augmented Data to Diversify Sparse Representation for Robust Image Classification | Abstract |
| PY4ML102 | A Review of Single-Source Deep Unsupervised Visual Domain Adaptation | Abstract |
| PY4ML103 | Learning Latent Representation for IoT Anomaly Detection | Abstract |
| PY4ML104 | Discovering Temporal Patterns for Event Sequence Clustering via Policy Mixture Model | Abstract |
| PY4ML105 | Encoding high-cardinality string categorical variables | Abstract |
| PY4ML106 | Efficient Algorithms for Kernel Aggregation Queries | Abstract |
| PY4ML107 | Performance Improvement of a Parsimonious Learning Machine Using Metaheuristic Approaches | Abstract |
| PY4ML108 | Realization of Spatial Sparseness by Deep ReLU Nets With Massive Data | Abstract |
| PY4ML109 | Prior Guided Feature Enrichment Network for Few-Shot Segmentation | Abstract |
| PY4ML110 | Learnable Subspace Clustering | Abstract |
| PY4ML111 | Unsupervised Domain Adaptation via Discriminative Manifold Propagation | Abstract |
| PY4ML112 | Fully Dynamic k-Center Clustering with Improved Memory Efficiency | Abstract |
| PY4ML113 | Enhanced Discrete Multi-modal Hashing More Constraints yet Less Time to Learn | Abstract |
| PY4ML114 | Link Prediction Based on Stochastic Information Diffusion | Abstract |
| PY4ML115 | Imbalanced Data Classification via Cooperative Interaction Between Classifier and Generator | Abstract |
| PY4ML116 | Dynamic Double Classifiers Approximation for Cross-Domain Recognition | Abstract |
| PY4ML117 | Hypergraph Learning Methods and Practices | Abstract |
| PY4ML118 | Improving EEG Decoding via Clustering-Based Multitask Feature Learning | Abstract |
| PY4ML119 | HAM Hybrid Associations Models for Sequential Recommendation | Abstract |
| PY4ML120 | Deep Attention-Based Imbalanced Image Classification | Abstract |
| PY4ML121 | Discriminative Mixture Variational Autoencoder for Semisupervised Classification | Abstract |
| PY4ML122 | Preference and Constraint Factor Model for Event Recommendation | Abstract |
| PY4ML123 | Progressive Self-Supervised Clustering With Novel Category Discovery | Abstract |
| PY4ML124 | CuWide Towards Efficient Flow-based Training for Sparse Wide Models on GPUs | Abstract |
| PY4ML125 | Neuroscience and Network Dynamics Toward Brain-Inspired Intelligence | Abstract |
| PY4ML126 | An Adaptive Social Spammer Detection Model with Semi-supervised Broad Learning | Abstract |
| PY4ML127 | Adaptive Local Embedding Learning for Semi-supervised Dimensionality Reduction | Abstract |
| PY4ML128 | A BP Neural Network Based Recommender Framework with Attention Mechanism | Abstract |
| PY4ML129 | Fairness in Semi-supervised Learning Unlabeled Data Help to Reduce Discrimination | Abstract |
| PY4ML130 | Hierarchical Prediction and Adversarial Learning For Conditional Response Generation | Abstract |
| PY4ML131 | Ternary Compression for Communication-Efficient Federated Learning | Abstract |
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