LAMDA-TALENT

Comprehensive Tabular Data Learning Toolbox and Benchmarking Platform

CommonProductProgrammingTabular DataDeep Learning

LAMDA-TALENT is a comprehensive tabular data analysis toolbox and benchmarking platform that integrates over 20 deep learning methods, 10 traditional methods, and 300+ diverse tabular datasets. This toolbox aims to enhance model performance on tabular data, offers robust preprocessing capabilities, optimizes data learning, and supports user-friendly and adaptable operations suitable for both novice and expert data scientists.

Integrates 20+ deep learning architectures
including MLP
ResNet
SNN
and more.
Includes 300 datasets covering various task types
size distributions
and data domains.
Supports customizable addition of datasets and methods
offering high flexibility.

LAMDA-TALENT is primarily targeted towards data scientists
machine learning researchers
and developers
especially those who work with large volumes of tabular data. It provides a powerful platform to help users improve model performance and optimize data processing workflows using a variety of deep learning and traditional methods.

Use LAMDA-TALENT for preprocessing tabular data and training models.
Leverage the integrated datasets and methods to analyze and predict specific business problems.
Compare the performance of different models using the visualization tools to select the optimal solution.

Clone the GitHub repository to your local environment.
Edit the configuration file to set global parameters and hyperparameters.
Run the training script for deep learning methods or traditional methods.
Add new methods or datasets to the toolbox as needed.
Use the provided tools to evaluate and compare model performance.

Visit

LAMDA-TALENT Visit Over Time

Monthly Visits

515580771

Bounce Rate

37.20%

Page per Visit

5.8

Visit Duration

00:06:42

LAMDA-TALENT Visit Trend

LAMDA-TALENT Visit Geography

LAMDA-TALENT Traffic Sources

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