Live Site: PURGED

TODO

• 🟨 Improve code generation
• 🟨 Make a dropdown to quickly select new nodes when a handle is dragged

✅ AI Pipeline Builder – Node Checklist

🟢 Data Input Nodes

• CSV Loader
• Excel Loader
• JSON Loader
• SQL Query (MySQL, PostgreSQL, SQLite)
• NoSQL Connector (MongoDB, Firebase)
• API Fetch (REST/GraphQL)
• Web Scraper
• File Upload (Local files)
• Cloud Storage Connector (S3, GCP, Azure)
• Synthetic Data Generator

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🟡 Data Transformation / Preprocessing Nodes

• Missing Value Imputer (mean, median, mode, etc.)
• Data Type Converter
• One-Hot Encoder
• Label Encoder
• Custom Mapping
• Standard Scaler
• MinMax Scaler
• Robust Scaler
• Normalizer
• Log Transformer
• PCA / Dimensionality Reduction
• Row Filter / Query
• Duplicate Remover
• Feature Engineering Node
• Train-Test Split
• Stratified Split
• Cross Validator
• Time Series Split
• Text Preprocessing (tokenization, stopwords, etc.)
• Outlier Remover
• Sampling Node (SMOTE, up/downsampling)

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🔵 Model Nodes – Classical ML

• Linear Regression
• Logistic Regression
• Decision Tree
• Random Forest
• Gradient Boosting (GBM)
• XGBoost
• LightGBM
• Support Vector Machine (SVM)
• K-Nearest Neighbors (KNN)
• Naive Bayes
• K-Means Clustering
• DBSCAN
• Isolation Forest
• ARIMA / SARIMA
• HMM (Hidden Markov Model)

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🔵 Model Nodes – Deep Learning

• Neural Network (Keras/PyTorch)
• CNN Classifier
• RNN / LSTM
• Transformer Encoder
• BERT / HuggingFace Model
• GAN (Generator + Discriminator)
• Autoencoder

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🟣 Model Training & Tuning

• Model Trainer
• Cross-Validator
• Hyperparameter Tuner (Grid/Random/Optuna)
• Early Stopping
• Model Checkpoint Saver

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🟠 Evaluation Nodes

• Confusion Matrix
• Classification Report
• ROC-AUC Curve
• Precision-Recall Curve
• Accuracy Score
• F1 Score
• MAE / RMSE / R2 Score
• Loss Curve Viewer
• SHAP / Feature Importance
• Residual Plot
• Prediction vs Actual Viewer

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🟤 Utility / Control Flow

• Custom Python Code
• If Condition / Logic Node
• Loop / Iterator Node
• Variable Setter / Getter
• Data Logger
• Timer / Scheduler
• Debug / Print Output
• Annotation / Comment Block
• Node Group / Subgraph
• Trigger Node

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🔘 Output & Export

• Model Export (Pickle, ONNX, etc.)
• Python Script Generator
• Jupyter Notebook Export
• API Generator (Flask/FastAPI)
• Dockerfile Generator
• Visualization Output
• Cloud Upload
• Pipeline JSON Export/Import

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🟓 Integration / Deployment

• MLflow Logger
• DVC Tracker
• GitHub Push
• CI/CD Trigger
• SageMaker Deployment
• Vertex AI Deployment
• Lambda Function Export
• Docker Build & Push
• Monitoring Hook
• Streamlit App Export

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🧬 LLM & AutoML (Optional / Advanced)

• AutoML Pipeline Node
• Text-to-Pipeline Node (Prompt-based)
• Model Explainer (GPT-based)
• Code-to-Graph Generator
• Graph-to-Code Assistant
• Prompt Node (for inference with LLMs)

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start the react app in dev server

npm install
npm start