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Workflow Element Store
- Unstructured data (Images / Videos)
- Unstructured data (Audio)
- Data Pre-existing
- Data Logging
- Data Collaboration and Partnerships
- APIs and Data Feeds
- Mobile Applications or IoT Applications
- Surveys and Questionnaires
- Public Datasets
- WebScraping
- Crowdsourcing
- Data Generation
- Structured Data (Tabular)
- Informatica
- MySQL
- Oracle DB
- S3
- GCP BigQuery
- AWS Redshift
- RDBMS
- MS SQL server
- Azure Data Warehouse
- GCS
- PostgreSQL
- NoSQL DB
- Azure blob storage
- AutoEDA libraries
- Data Scaling and Normalization
- Handling Categorical Data
- Handling Missing Data
- Binning
- Encoding Categorical Variables
- Dealing with Outliers
- Textual Feature Extraction
- Feature Selection
- Domain-Specific Feature Engineering
- Dimensionality Reduction
- Handling Noisy Data
- Polynomial Features
- Feature Extraction from Images
- Dimensionality Reduction
- Logarithmic Transform
- Handling Time-Series Data
- Data Scaling and Normalization
- Auto-Preprocessing libraries
- Interaction Features
- Handling Imbalanced Classes
- Time-Based Features
- Supervised Learning-binary classification
- Supervised Learning-Regression
- Forecasting
- Data Partitioning
- Blackbox Techniques
- Unsupervised Learning
- Supervised Learning-multiclass classification
- Ensemble Techniques
- Train-Test Split
- Time Series Anaysis
- Data Partition-sequential
- Ensemble Methods
- Train-Test Split
- Cross-Validation
- Gradient Clipping
- Batch Size Selection
- Hyperparameter Tuning
- Data Augmentation
- Early Stopping
- Batch Normalization
- Regularization
- Regular Monitoring and Logging
- Weight Initialization
- Transfer Learning
- Learning Rate Scheduling
- Evaluation Metrics
- Model Interpretability
- Regularization Techniques
- Model Comparison
- External Validation
- Performance Visualization
- Data Partitioning
- Train-Test Split
- Hyperparameter Tuning
- Cross-Validation
- Error Analysis
- Model Retraining and Updating
- Prediction Logging
- Serverless Computing
- A/B Testing
- Streamlit
- Alerting and Notification
- Security Considerations
- Web APIs - Flask, FastAPI, etc.
- Model Serialization
- Model Drift
- Model Registry
- Concept Drift Detection
- Feedback Collection
- Cloud Deployment
- Bias and Fairness Assessment
- Performance Metrics
- Edge Deployment
- Documentation and API Documentation
- Model Health Monitoring
- Monitoring and Logging
- Documentation and Reporting
- Model Monitoring and Maintenance
- Continuous Integration and Deployment (CI/CD)
- Containerization
- Data Drift Monitoring
- Model Versioning
- End User Machine
- Mobile