PYTHON PROJECTS

Artificial Intelligence Projects

Python-based Artificial Intelligence projects are excellent for final year students pursuing BTech, BE, MTech, or ME degrees. These projects allow students to gain practical experience and showcase their skills to potential employers through proper documentation, plagiarism-free reports, and source code.

Python Artificial Intelligence Projects

Artificial Intelligence Projects List

Here the list of Popular AI projects include image classification, natural language processing, recommendation systems, predictive analytics, sentiment analysis, and anomaly detection.

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S.NOPROJECT TITLES
PY4ML2Deep Constraint-based Propagation in Graph Neural Networks
PY4ML4A heterogeneous ensemble learning method for neuroblastoma survival prediction
PY4ML5Segmented Generative Networks Data Generation in the Uniform Probability Space
PY4ML6Unsupervised Ensemble Classification with Sequential and Networked Data
PY4ML7A Review for Weighted MinHash Algorithms
PY4ML9Cold-Start Active Sampling Via ?-Tube
PY4ML10Gradual Machine Learning for Entity Resolution
PY4ML11Composite Kernel of Mutual Learning on Mid-Level Features for Hyperspectral Image Classification
PY4ML12Multiview Feature Learning With Multiatlas-Based Functional Connectivity Networks for MCI Diagnosis
PY4ML13A Deep Multi-View Framework for Anomaly Detection on Attributed Networks
PY4ML14A Hybrid System Based on Dynamic Selection for Time Series Forecasting
PY4ML16Large-Scale Affine Matrix Rank Minimization With a Novel Nonconvex Regularizer
PY4ML18T-PAIR: Temporal Node-Pair Embedding for Automatic Biomedical Hypothesis Generation
PY4ML19Learnable Weighting of Intra-Attribute Distances for Categorical Data Clustering with Nominal and Ordinal Attributes
PY4ML20PPD: A Scalable and Efficient Parallel Primal-Dual Coordinate Descent Algorithm
PY4ML21Spectral_Temporal Receptive Field-Based Descriptors and Hierarchical Cascade Deep Belief Network for Guitar Playing Technique Classification
PY4ML22Modeling Dynamic User Preference via Dictionary Learning for Sequential Recommendation
PY4ML24A Deep Neural Network for Crossing-City POI Recommendations
PY4ML25Deep Pairwise Hashing for Cold-start Recommendation
PY4ML26Database Meets Artificial Intelligence: A Survey
PY4ML27Incorporating Multi-Source Urban Data for Personalized and Context-Aware Multi-Modal Transportation Recommendation
PY4ML28A Novel Discriminative Dictionary Pair Learning Constrained by Ordinal Locality for Mixed Frequency Data Classification
PY4ML30Group Sampling for Scale Invariant Face Detection
PY4ML32Scaling Up Generalized Kernel Methods
PY4ML33Sharing Matters for Generalization in Deep Metric Learning
PY4ML34Semantic Interpretation of Top-N Recommendations
PY4ML36Optimal Scale Combination Selection Integrating Three-Way Decision With Hasse Diagram
PY4ML37A High-Performance Index for Real-Time Matrix Retrieval
PY4ML38Feature Selection Boosted by Unselected Features
PY4ML39Iterative Refinement for Multi-source Visual Domain Adaptation
PY4ML40CAMU Cycle-Consistent Adversarial Mapping Model for User Alignment across Social Networks
PY4ML41BayesFlow Learning Complex Stochastic Models With Invertible Neural Networks
PY4ML42Deep Cross-Output Knowledge Transfer Using Stacked-Structure Least-Squares Support Vector Machines
PY4ML43Global Negative Correlation Learning A Unified Framework for Global Optimization of Ensemble Models
PY4ML44SR-EM: Episodic Memory Aware of Semantic Relations Based on Hierarchical Clustering Resonance Network
PY4ML45Item Concept Network Towards Concept-based Item Representation Learning
PY4ML46Manifold Modeling in Embedded Space An Interpretable Alternative to Deep Image Prior
PY4ML47Robust Variational Learning for Multiclass Kernel Models With Stein Refinement
PY4ML48Head Pose Estimation Based on Multivariate Label Distribution
PY4ML49Large Scale Network Embedding A Separable Approach
PY4ML50Online Reinforcement Learning Control by Direct Heuristic Dynamic Programming: From Time-Driven to Event-Driven
PY4ML51Representation Learning from Limited Educational Data with Crowdsourced Labels
PY4ML52Representative Task Self-Selection for Flexible Clustered Lifelong Learning
PY4ML53Multi-Dimensional Randomized Response
PY4ML54Improving Speech Emotion Recognition With Adversarial Data Augmentation Network
PY4ML55Multiview Subspace Clustering With Grouping Effect
PY4ML56Spatio-Temporal-Spectral Hierarchical Graph Convolutional Network With Semisupervised Active Learning for Patient-Specific Seizure Prediction
PY4ML57PRIMAL-GMM: PaRametrIc MAnifold Learning of Gaussian Mixture Models
PY4ML58Bioinspired Scene Classification by Deep Active Learning With Remote Sensing Applications
PY4ML59Representation Learning with Multi-level Attention for Activity Trajectory Similarity Computation
PY4ML61Deep Learning for Spatio-Temporal Data Mining A Survey
PY4ML62Optimizing Attention for Sequence Modeling via Reinforcement Learning
PY4ML65Adaptive Lower-level Driven Compaction to Optimize LSM-Tree Key-Value Stores
PY4ML66Deep Ladder-Suppression Network for Unsupervised Domain Adaptation
PY4ML67GarNet++: Improving Fast and Accurate Static 3D Cloth Draping by Curvature Loss
PY4ML68Deep Visual Odometry with Adaptive Memory
PY4ML69A Multi-criteria Approach for Fast and Robust Representative Selection from Manifolds
PY4ML70Social Attentive Deep Q-networks for Recommender Systems
PY4ML72A Novel Method for Creating an Optimized Ensemble Classifier by Introducing Cluster Size Reduction and Diversity
PY4ML73Short Text Topic Modeling Techniques, Applications, and Performance: A Survey
PY4ML74Domain-adversarial Network Alignment
PY4ML75Robust Rank-Constrained Sparse Learning: A Graph-Based Framework for Single View and Multiview Clustering
PY4ML76Saliency-Based Multilabel Linear Discriminant Analysis
PY4ML77RGBT Tracking via Noise-Robust Cross-Modal Ranking
PY4ML78Learning Fuzzy Automatons Event Transition Matrix When Post-Event State Is Unknown
PY4ML79Multi-view Consensus Proximity Learning for Clustering
PY4ML83Clustering Analysis via Deep Generative Models With Mixture Models
PY4ML84Adaptive Hierarchical Attention-Enhanced Gated Network Integrating Reviews for Item Recommendation
PY4ML85Semisupervised Multiple Choice Learning for Ensemble Classification
PY4ML86A Survey on Large-scale Machine Learning
PY4ML87Momentum Acceleration in the Individual Convergence of Nonsmooth Convex Optimization With Constraints
PY4ML88Transductive Multiview Modeling With Interpretable Rules, Matrix Factorization, and Cooperative Learning
PY4ML89Mixture Correntropy-Based Kernel Extreme Learning Machines
PY4ML90Toward Predicting Active Participants in Tweet Streams: A Case Study on Two Civil Rights Events
PY4ML91More Than Privacy Applying Differential Privacy in Key Areas of Artificial Intelligence
PY4ML92Enhancing Factorization Machines with Generalized Metric Learning
PY4ML93Unsupervised Feature Learning Architecture with Multi-clustering Integration RBM
PY4ML94A Survey on Modern Deep Neural Network for Traffic Prediction Trends, Methods and Challenges
PY4ML95Consensus One-step Multi-view Subspace Clustering
PY4ML96Conditional Random Fields for Multiview Sequential Data Modeling
PY4ML97Active Learning for Estimating Reachable Sets for Systems With Unknown Dynamics
PY4ML98Semi-supervised Concept Learning by Concept-cognitive Learning and Concept Space
PY4ML99Graph Neural Network for Fraud Detection via Spatial-temporal Attention
PY4ML100Analysis on the Number of Linear Regions of Piecewise Linear Neural Networks
PY4ML101Regularization on Augmented Data to Diversify Sparse Representation for Robust Image Classification
PY4ML102A Review of Single-Source Deep Unsupervised Visual Domain Adaptation
PY4ML107Performance Improvement of a Parsimonious Learning Machine Using Metaheuristic Approaches
PY4ML108Realization of Spatial Sparseness by Deep ReLU Nets With Massive Data
PY4ML109Prior Guided Feature Enrichment Network for Few-Shot Segmentation
PY4ML110Learnable Subspace Clustering
PY4ML111Unsupervised Domain Adaptation via Discriminative Manifold Propagation
PY4ML112Fully Dynamic k-Center Clustering with Improved Memory Efficiency
PY4ML113Enhanced Discrete Multi-modal Hashing More Constraints yet Less Time to Learn
PY4ML114Link Prediction Based on Stochastic Information Diffusion
PY4ML115Imbalanced Data Classification via Cooperative Interaction Between Classifier and Generator
PY4ML116Dynamic Double Classifiers Approximation for Cross-Domain Recognition
PY4ML118Improving EEG Decoding via Clustering-Based Multitask Feature Learning
PY4ML120Deep Attention-Based Imbalanced Image Classification
PY4ML121Discriminative Mixture Variational Autoencoder for Semisupervised Classification
PY4ML124CuWide Towards Efficient Flow-based Training for Sparse Wide Models on GPUs
PY4ML125Neuroscience and Network Dynamics Toward Brain-Inspired Intelligence
PY4ML126An Adaptive Social Spammer Detection Model with Semi-supervised Broad Learning
PY4ML127Adaptive Local Embedding Learning for Semi-supervised Dimensionality Reduction
PY4ML129Fairness in Semi-supervised Learning Unlabeled Data Help to Reduce Discrimination
PY4ML130Hierarchical Prediction and Adversarial Learning For Conditional Response Generation
PY4ML131Ternary Compression for Communication-Efficient Federated Learning
PY4DL2Leveraging Deep Learning Techniques to Improve P300-Based Brain Computer Interfaces
PY4DL3Analysis of Classifier Training on Synthetic Data for Cross-Domain Datasets
PY4DL4Adversarial Evaluation of Autonomous Vehicles in Lane-Change Scenarios
PY4DL5DeepSPIO Super Paramagnetic Iron Oxide Particle Quantification using Deep Learning in Magnetic Resonance Imaging
PY4DL6Stroke Risk Prediction with Hybrid Deep Transfer Learning Framework
PY4DL7Real-Time Tracking Algorithm for Aerial Vehicles Using Improved Convolutional Neural Network and Transfer Learning
PY4DL8Confidence Estimation via Auxiliary Models
PY4DL10A Deep Learning Approach for Flight Delay Prediction through Time-Evolving Graphs
PY4DL11Exploring Human Mobility for Multi-pattern Passenger Prediction A Graph Learning Framework
PY4DL12Spatio-Contextual Deep Network Based Multimodal Pedestrian Detection For Autonomous Driving
PY4DL13BARNet Boundary Aware Refinement Network for Crack Detection
PY4DL14A Graph Convolutional Stacked Bidirectional Unidirectional-LSTM Neural Network for Metro Ridership Prediction
PY4DL15Physics-based Noise Modeling for Extreme Low-light Photography
PY4DL16Mining Data Impressions from Deep Models as Substitute for the Unavailable Training Data
PY4DL17Transferable Interactiveness Knowledge for Human-Object Interaction Detection
PY4DL18Deployment Optimization for Shared e-Mobility Systems with Multi-agent Deep Neural Search
PY4DL19Meta-Teacher For Face Anti-Spoofing
PY4DL20Data pre-processing using Neural Processes for Modelling Personalised Vital-Sign Time-Series Data
PY4DL21Improving the In-Hospital Mortality Prediction of Diabetes ICU Patients Using a Process Mining/Deep Learning Architecture
PY4DL22Deep Learning-Based Vehicle Behavior Prediction for Autonomous Driving Applications A Review
PY4DL23An End-to-End Multi-Task Learning Model for Drivable Road Detection via Edge Refinement and Geometric Deformation
PY4DL24SWNet A Deep Learning Based Approach for Splashed Water Detection on Road
PY4DL25Deep Reinforcement Learning for the Electric Vehicle Routing Problem with Time Windows
PY4DL26Traffic Signal Control Using End-to-End Off-Policy Deep Reinforcement Learning
PY4DL27Long-Term Urban Traffic Speed Prediction With Deep Learning on Graphs
PY4DL28Deep Hough Transform for Semantic Line Detection
PY4DL29HarMI Human Activity Recognition via Multi-Modality Incremental Learning
PY4DL30DeepMTS Deep Multi-task Learning for Survival Prediction in Patients with Advanced Nasopharyngeal Carcinoma using Pretreatment PETCT
PY4DL31Vehicles Detection for Smart Roads Applications on Board of Smart Cameras A Comparative Analysis
PY4DL32Software-Defined Vehicular Networks With Trust Management A Deep Reinforcement Learning Approach
PY4DL33An Iteratively Optimized Patch Label Inference Network for Automatic Pavement Distress Detection
PY4DL34Confidence-and-Refinement Adaptation Model for Cross-Domain Semantic Segmentation
PY4DL35Systematic Clinical Evaluation of a Deep Learning Method for Medical Image Segmentation Radiosurgery Application
PY4DL36Physics Informed Deep Reinforcement Learning for Aircraft Conflict Resolution
PY4DL37DPODv2 Dense Correspondence-Based 6 DoF Pose Estimation
PY4DL38Learning Deformable Image Registration from Optimization Perspective, Modules, Bilevel Training and Beyond
PY4DL39Towards End-to-End Text Spotting in Natural Scenes
PY4DL40Artificial Intelligence for Colonoscopy Past, Present, and Future
PY4DL41Exploring Spatial Significance via Hybrid Pyramidal Graph Network for Vehicle Re-Identification
PY4DL42Multi-level Attention Network for Retinal Vessel Segmentation
PY4DL43A Multi-Stream Feature Fusion Approach for Traffic Prediction
PY4DL44End-to-End Automatic Morphological Classification of Intracranial Pressure Pulse Waveforms Using Deep Learning
PY4DL45Interaction-Aware Spatio-Temporal Pyramid Attention Networks for Action Classification
PY4DL46Deep Reinforcement Learning for Intelligent Transportation Systems A Survey
PY4DL47Automatic Detection of Aortic Valve Events Using Deep Neural Networks on Cardiac Signals From Epicardially Placed Accelerometer
PY4DL48Detailed Avatar Recovery from Single Image
PY4DL49AutoAtlas Neural Network for 3D Unsupervised Partitioning and Representation Learning
PY4DL50A Graph-Based Temporal Attention Framework for Multi-Sensor Traffic Flow Forecasting
PY4DL52Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images Techniques and Clinical Applications
PY4DL53Towards Accurate and Compact Architectures via Neural Architecture Transformer
PY4DL54Learning Multimodal Representations for Drowsiness Detection
PY4DL55Human Trajectory Forecasting in Crowds A Deep Learning Perspective
PY4DL56Attention in Attention Networks for Person Retrieval
PY4DL57Temporal Head Pose Estimation From Point Cloud in Naturalistic Driving Conditions
PY4DL58Predicting Appearance of Vehicles From Blind Spots Based on Pedestrian Behaviors at Crossroads
PY4DL59Semantic Segmentation for Free Space and Lane Based on Grid-Based Interest Point Detection
PY4DL60Space-Air-Ground Integrated Multi-domain Network Resource Orchestration based on Virtual Network Architecture a DRL Method
PY4DL61Distracted Driver Detection Based on a CNN With Decreasing Filter Size
PY4DL62Deep CNN, Body Pose and Body-Object Interaction Features for Drivers Activity Monitoring
PY4DL63An Explainable Transformer-Based Deep Learning Model for the Prediction of Incident Heart Failure
PY4DL64Train Time Delay Prediction for High-Speed Train Dispatching Based on Spatio-Temporal Graph Convolutional Network
PY4DL65Tufts Dental Database A Multimodal Panoramic X-Ray Dataset for Benchmarking Diagnostic Systems
PY4DL66Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations
PY4DL69Short-Term Traffic Flow Forecasting Method With M-B-LSTM Hybrid Network
PY4DL70Meta-Wrapper Differentiable Wrapping Operator for User Interest Selection in CTR Prediction
PY4DL71Explainable Diabetic Retinopathy Detection and Retinal Image Generation
PY4DL72Attention in Reasoning Dataset, Analysis, and Modeling
PY4DL73Driver Identification and Verification From Smartphone Accelerometers Using Deep Neural Networks
PY4DL74A Multi-Scale Attributes Attention Model for Transport Mode Identification
PY4DL75SplitAVG A heterogeneity-aware federated deep learning method for medical imaging
PY4DL77MM-UrbanFAC Urban Functional Area Classification Model Based on Multimodal Machine Learning
PY4DL79Real-Time Learning from an Expert in Deep Recommendation Systems with Application to mHealth for Physical Exercises
PY4DL80Scalable and Practical Natural Gradient for Large-Scale Deep Learning
PY4DL82Meta-Learning in Neural Networks A Survey
PY4DL83Assessment of Parkinson's Disease Severity from Videos using Deep Architectures
PY4DL84Deep Learning for Road Traffic Forecasting Does it Make a Difference
PY4DL85Intelligent Traffic Accident Prediction Model for Internet of Vehicles With Deep Learning Approach
PY4DL86Line Graph Neural Networks for Link Prediction
PY4DL88Short-Term Traffic Flow Forecasting Using Ensemble Approach Based on Deep Belief Networks
PY4DL89Automatic Video Analysis Framework for Exposure Region Recognition in X-Ray Imaging Automation
PY4DL90Acoustic Screening for Obstructive Sleep Apnea in Home Environments Based on Deep Neural
PY4DL91Personalized On-Device E-health Analytics with Decentralized Block Coordinate Descent
PY4DL92Semi-Decentralized Network Slicing for Reliable V2V Service Provisioning A Model-free Deep
PY4DL93RAVIR A Dataset and Methodology for the Semantic Segmentation and Quantitative Analysis
PY4DL94Fine-Grained Trajectory-based Travel Time Estimation for Multi-city Scenarios Based on Deep Meta-Learning
PY4DL95DFR-TSD A Deep Learning Based Framework for Robust Traffic Sign Detection Under Challenging Weather Conditions
PY4DL97GREN Graph-Regularized Embedding Network for Weakly-Supervised Disease Localization in X-ray Images
PY4DL98HazDesNet An End-to-End Network for Haze Density Prediction
PY4DL99End-to-End Automatic Morphological Classification of Intracranial Pressure Pulse Waveforms Using Deep Learning
PY4DL100On-Street Parking Occupancy Inference Based on Payment Transactions
PY4DL101A Distributed Model-Free Algorithm for Multi-hop Ride-sharing using Deep Reinforcement Learning
PY4DL102The Devil Is in the Details An Efficient Convolutional Neural Network for Transport Mode Detection
PY4DL103Improving the In-Hospital Mortality Prediction of Diabetes ICU Patients Using a Process Mining/Deep Learning Architecture
PY4DL104A Multi-Stream Convolutional Neural Network for Classification of Progressive MCI in Alzheimer's Disease Using Structural MRI Images
PY4DL105Dynamic Neural Graphs Based Federated Reptile for Semi-supervised Multi-Tasking in Healthcare Applications
PY4DL106Biomedical Relation Extraction With Knowledge Graph-Based Recommendations
PY4DL107Traffic Information Mining From Social Media Based on the MC-LSTM-Conv Model
PY4DL108VARID Viewpoint-Aware Re-IDentification of Vehicle Based on Triplet Loss
PY4DL111Deep Learning in Lane Marking Detection A Survey
PY4DL112AdaPool: A Diurnal-Adaptive Fleet Management Framework Using Model-Free Deep Reinforcement Learning and Change Point Detection
PY4DL113Multi-Magnification Image Search in Digital Pathology
PY4DL114Learning TBox With a Cascaded Anchor-Free Network for Vehicle Detection
PY4DL115Deep Clustering via Center-Oriented Margin Free-Triplet Loss for Skin Lesion Detection in Highly Imbalanced Datasets
PY4DL116Model-Reference Reinforcement Learning for Collision-Free Tracking Control of Autonomous Surface Vehicles
PY4DL117Revisiting Light Field Rendering with Deep Anti-Aliasing Neural Network
PY4DL118Automatic assessment of Pectus Excavatum severity from CT images using deep learning
PY4DL119Key Points Estimation and Point Instance Segmentation Approach for Lane Detection
PY4DL120Continual Adaptation for Deep Stereo
PY4DL121On Model Selection for Scalable Time Series Forecasting in Transport Networks
PY4DL122Counting People by Estimating People Flows
PY4DL123An Empirical Review of Deep Learning Frameworks for Change Detection Model Design, Experimental Frameworks, Challenges and Research Needs
PY4DL124Deep Generative Modelling A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models
PY4DL125On Smart Gaze based Annotation of Histopathology Images for Training of Deep Convolutional Neural Networks
PY4DL126Attention-Guided Discriminative Region Localization and Label Distribution Learning for Bone Age Assessment
PY4DL128On Learning Disentangled Representations for Gait Recognition
PY4DL129ProtTrans Toward Understanding the Language of Life Through Self-Supervised Learning
PY4DL132Physics-Informed Deep Learning for Traffic State Estimation
PY4BC4Blockchain in Education: A Systematic Review and Practical Case Studies
PY4BC11Comparative Analysis of Decentralized Identity Approaches
PY4BC16Cell based Raft Algorithm for Optimized Consensus Process on Blockchain in Smart Data Market
PY4BC20Blockchain Power Trading and Energy Management Platform
PY4BC31Do-It-Yourself Recommender System: Reusing and Recycling With Blockchain and Deep Learning
PY4BC33Systematic Review on AI-Blockchain Based E-Healthcare Records Management Systems
PY4BC35Blockchain-Based Intelligent Charging Station Management System Platform
PY4BC47Blockchain-Empowered Service Management for the Decentralized Metaverse of Things
PY4BC51Secure Message Handling in Vehicular Energy Networks using Blockchain and Artificially Intelligent IPFS
PY4BC61A Gap Between Blockchain and General Data Protection Regulation A Systematic Review
PY4BC66FedMarket: A Cryptocurrency Driven Marketplace for Mobile Federated Learning Services
PY4BC68CDD-Net A Context-Driven Detection Network for Multiclass Object Detection
PY4BC72Blockchain and AI-empowered Healthcare Insurance Fraud Detection An Analysis, Architecture, and Future Prospects

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