PYTHON PROJECTS

Data Science Projects

Python-based Data Science 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 Data Science Projects

Data Science Projects List

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

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S.NOPROJECT TITLES
PY4ML1A Survey on Data Pricing from Economics to Data Science
PY4ML2Deep Constraint-based Propagation in Graph Neural Networks
PY4ML5Segmented Generative Networks Data Generation in the Uniform Probability Space
PY4ML6Unsupervised Ensemble Classification with Sequential and Networked Data
PY4ML7A Review for Weighted MinHash Algorithms
PY4ML8PGeoTopic: A Distributed Solution for Mining Geographical Topic Models
PY4ML9Cold-Start Active Sampling Via ?-Tube
PY4ML10Gradual Machine Learning for Entity Resolution
PY4ML14A Hybrid System Based on Dynamic Selection for Time Series Forecasting
PY4ML15Using Randomness to Improve Robustness of Tree-based Models Against Evasion Attacks
PY4ML16Large-Scale Affine Matrix Rank Minimization With a Novel Nonconvex Regularizer
PY4ML17Data Representation by Joint Hypergraph Embedding and Sparse Coding
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
PY4ML24A Deep Neural Network for Crossing-City POI Recommendations
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
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
PY4ML39Iterative Refinement for Multi-source Visual Domain Adaptation
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
PY4ML45Item Concept Network Towards Concept-based Item Representation Learning
PY4ML47Robust Variational Learning for Multiclass Kernel Models With Stein Refinement
PY4ML49Large Scale Network Embedding A Separable Approach
PY4ML51Representation Learning from Limited Educational Data with Crowdsourced Labels
PY4ML53Multi-Dimensional Randomized Response
PY4ML54Improving Speech Emotion Recognition With Adversarial Data Augmentation Network
PY4ML57PRIMAL-GMM: PaRametrIc MAnifold Learning of Gaussian Mixture Models
PY4ML61Deep Learning for Spatio-Temporal Data Mining A Survey
PY4ML64Small Low-Contrast Target Detection Data-Driven Spatiotemporal Feature Fusion and Implementation
PY4ML65Adaptive Lower-level Driven Compaction to Optimize LSM-Tree Key-Value Stores
PY4ML69A Multi-criteria Approach for Fast and Robust Representative Selection from Manifolds
PY4ML75Robust Rank-Constrained Sparse Learning: A Graph-Based Framework for Single View and Multiview 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
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
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
PY4ML99Graph Neural Network for Fraud Detection via Spatial-temporal Attention
PY4ML101Regularization on Augmented Data to Diversify Sparse Representation for Robust Image Classification
PY4ML102A Review of Single-Source Deep Unsupervised Visual Domain Adaptation
PY4ML104Discovering Temporal Patterns for Event Sequence Clustering via Policy Mixture Model
PY4ML105Encoding high-cardinality string categorical variables
PY4ML107Performance Improvement of a Parsimonious Learning Machine Using Metaheuristic Approaches
PY4ML108Realization of Spatial Sparseness by Deep ReLU Nets With Massive Data
PY4ML110Learnable Subspace Clustering
PY4ML111Unsupervised Domain Adaptation via Discriminative Manifold Propagation
PY4ML112Fully Dynamic k-Center Clustering with Improved Memory Efficiency
PY4ML114Link Prediction Based on Stochastic Information Diffusion
PY4ML115Imbalanced Data Classification via Cooperative Interaction Between Classifier and Generator
PY4ML117Hypergraph Learning Methods and Practices
PY4ML118Improving EEG Decoding via Clustering-Based Multitask Feature Learning
PY4ML119HAM Hybrid Associations Models for Sequential Recommendation
PY4ML121Discriminative Mixture Variational Autoencoder for Semisupervised Classification
PY4ML123Progressive Self-Supervised Clustering With Novel Category Discovery
PY4ML124CuWide Towards Efficient Flow-based Training for Sparse Wide Models on GPUs
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
PY4ML131Ternary Compression for Communication-Efficient Federated Learning
PY4DL3Analysis of Classifier Training on Synthetic Data for Cross-Domain Datasets
PY4DL6Stroke Risk Prediction with Hybrid Deep Transfer Learning Framework
PY4DL9Private Facial Prediagnosis as an Edge Service for Parkinson's DBS Treatment Valuation
PY4DL11Exploring Human Mobility for Multi-pattern Passenger Prediction A Graph Learning Framework
PY4DL15Physics-based Noise Modeling for Extreme Low-light Photography
PY4DL16Mining Data Impressions from Deep Models as Substitute for the Unavailable Training Data
PY4DL18Deployment Optimization for Shared e-Mobility Systems with Multi-agent Deep Neural Search
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
PY4DL27Long-Term Urban Traffic Speed Prediction With Deep Learning on Graphs
PY4DL29HarMI Human Activity Recognition via Multi-Modality Incremental Learning
PY4DL51Mix-and-Interpolate A Training Strategy to Deal With Source-Biased Medical Data
PY4DL54Learning Multimodal Representations for Drowsiness Detection
PY4DL64Train Time Delay Prediction for High-Speed Train Dispatching Based on Spatio-Temporal Graph Convolutional Network
PY4DL69Short-Term Traffic Flow Forecasting Method With M-B-LSTM Hybrid Network
PY4DL75SplitAVG A heterogeneity-aware federated deep learning method for medical imaging
PY4DL77MM-UrbanFAC Urban Functional Area Classification Model Based on Multimodal Machine Learning
PY4DL80Scalable and Practical Natural Gradient for Large-Scale Deep Learning
PY4DL84Deep Learning for Road Traffic Forecasting Does it Make a Difference
PY4DL87GraphSAGE-Based Traffic Speed Forecasting for Segment Network With Sparse Data
PY4DL88Short-Term Traffic Flow Forecasting Using Ensemble Approach Based on Deep Belief Networks
PY4DL91Personalized On-Device E-health Analytics with Decentralized Block Coordinate Descent
PY4DL94Fine-Grained Trajectory-based Travel Time Estimation for Multi-city Scenarios Based on Deep Meta-Learning
PY4DL100On-Street Parking Occupancy Inference Based on Payment Transactions
PY4DL103Improving the In-Hospital Mortality Prediction of Diabetes ICU Patients Using a Process Mining/Deep Learning Architecture
PY4DL105Dynamic Neural Graphs Based Federated Reptile for Semi-supervised Multi-Tasking in Healthcare Applications
PY4DL107Traffic Information Mining From Social Media Based on the MC-LSTM-Conv Model
PY4DL110Medical data wrangling with sequential variational autoencoders
PY4DL121On Model Selection for Scalable Time Series Forecasting in Transport Networks
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
PY4BC1To Incentivize or Not: Impact of Blockchain-Based Cryptoeconomic Tokens on Human Information Sharing Behavior
PY4BC3Block Search Stochastic Simulation Algorithm (BlSSSA) A Fast Stochastic Simulation Algorithm for Modeling Large Biochemical Networks
PY4BC5Domain and Challenges of Big Data and Archaeological Photogrammetry with Blockchain
PY4BC6Blockchain-based Autonomous Authentication and Integrity for Internet of Battlefield Things in C3I System
PY4BC8SoK: Network-Level Attacks on the Bitcoin P2P Network
PY4BC10Cloud Firewall Under Bursty and Correlated Data Traffic A Theoretical Analysis
PY4BC11Comparative Analysis of Decentralized Identity Approaches
PY4BC14LiteZKP: Lightening Zero-Knowledge Proof-Based Blockchains for IoT and Edge Platforms
PY4BC16Cell based Raft Algorithm for Optimized Consensus Process on Blockchain in Smart Data Market
PY4BC17REPUTABLE - A Decentralized Reputation System for Blockchain-based Ecosystems
PY4BC19A System for The Promotion of Traceability and Ownership of Health Data Using Blockchain
PY4BC22Towards the classification of Self-Sovereign Identity properties
PY4BC23Impact of Block Data Components on the Performance of Blockchain-based VANET Implemented on Hyperledger Fabric
PY4BC26Compliance SSI System Property Set to Laws, Regulations, and Technical Standards
PY4BC28A Patient-Centric Healthcare Framework Reference Architecture for Better Semantic Interoperability based on Blockchain, Cloud, and IoT
PY4BC30New Blockchain Based Special Keys Security Model with Path Compression Algorithm for Big Data
PY4BC32Analysis of Spectrum Sensing and Spectrum Access in Cognitive Radio Networks with Heterogeneous Traffic and p-Retry Buffering
PY4BC33Systematic Review on AI-Blockchain Based E-Healthcare Records Management Systems
PY4BC35Blockchain-Based Intelligent Charging Station Management System Platform
PY4BC36Blockchain-Based Autonomous Notarization System Using National eID Card
PY4BC37A Blockchain Footprint for Authentication of IoT-Enabled Smart Devices in Smart Cities State-of-the-art, Advancement, Challenges and Future Research Directions
PY4BC39Adoption of Federated Learning for Healthcare Informatics Emerging Applications and Future Directions
PY4BC40DSMAC: Privacy-Aware Decentralized Self-Management of Data Access Control Based on Blockchain for Health Data
PY4BC42A blockchain architecture for trusted sub-ledger operations and financial audit using decentralized microservices
PY4BC47Blockchain-Empowered Service Management for the Decentralized Metaverse of Things
PY4BC49Chain-based Covert Data Embedding Schemes in Blockchain
PY4BC50Blockchain-Enabled Social Security Services Using Smart Contracts
PY4BC51Secure Message Handling in Vehicular Energy Networks using Blockchain and Artificially Intelligent IPFS
PY4BC52A Coexistence Analysis of Blockchain, SCADA Systems, and OpenADR for Energy Services Provision
PY4BC54SIGNORA: A Blockchain-Based Framework for Dataflow Integrity Provisioning in an Untrusted Data Pipeline
PY4BC58An Ultra-Scalable Blockchain Platform for Universal Asset Tokenization Design and Implementation
PY4BC59Generative VoxelNet: Learning Energy-Based Models for 3D Shape Synthesis and Analysis
PY4BC60Blockchain and NFTs for Time-bound Access and Monetization of Private Data
PY4BC61A Gap Between Blockchain and General Data Protection Regulation A Systematic Review
PY4BC63Survey on Blockchain-based IoT Payment and Marketplaces
PY4BC64Towards Large-Scale and Privacy-Preserving Contact Tracing in COVID-19 Pandemic: A Blockchain Perspective
PY4BC65End-to-End Latency Analysis and Optimal Block Size of Proof-of-Work Blockchain Applications
PY4BC66FedMarket: A Cryptocurrency Driven Marketplace for Mobile Federated Learning Services
PY4BC69Overcoming Data Availability Attacks in Blockchain Systems: Short Code-Length LDPC Code Design for Coded Merkle Tree
PY4BC70Electronic Health Records Sharing Model Based on Blockchain With Checkable State PBFT Consensus Algorithm
PY4BC72Blockchain and AI-empowered Healthcare Insurance Fraud Detection An Analysis, Architecture, and Future Prospects

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