noahho / CAAFELinks
Semi-automatic feature engineering process using Language Models and your dataset descriptions. Based on the paper "LLMs for Semi-Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature Engineering" by Hollmann, Müller, and Hutter (2023).
☆177Updated 10 months ago
Alternatives and similar repositories for CAAFE
Users that are interested in CAAFE are comparing it to the libraries listed below
Sorting:
- Multi-Agent System Powered by LLMs for End-to-end Multimodal ML Automation☆207Updated last week
- Tabular In-Context Learning☆93Updated 8 months ago
- ☆324Updated 2 years ago
- ☆41Updated last year
- A novel approach for synthesizing tabular data using pretrained large language models☆328Updated 2 weeks ago
- Interpret text data with LLMs (sklearn compatible).☆171Updated last month
- Code for "TabZilla: When Do Neural Nets Outperform Boosted Trees on Tabular Data?"☆172Updated last year
- A Living Benchmark for Machine Learning on Tabular Data☆135Updated this week
- ☆67Updated 2 years ago
- Repository for TabICL: A Tabular Foundation Model for In-Context Learning on Large Data☆227Updated 2 months ago
- Experimental library integrating LLM capabilities to support causal analyses☆255Updated last month
- Community extensions for TabPFN - the foundation model for tabular data. Built with TabPFN! 🤗☆208Updated this week
- Awesome-LLM-Tabular: a curated list of Large Language Model applied to Tabular Data☆417Updated 10 months ago
- Repository for collecting and categorizing papers outlined in our survey paper: "Large Language Models on Tabular Data -- A Survey".☆180Updated last year
- Context is Key: A Benchmark for Forecasting with Essential Textual Information☆80Updated 3 months ago
- ☆64Updated 6 months ago
- ☆262Updated 11 months ago
- The pioneering neural network surpassing extremely-tuned XGboost and Catboost on varied tabular datasets.☆65Updated last year
- Zero-shot Time Series Forecasting with TabPFN (work accepted at NeurIPS 2024 TRL and TSALM workshops)☆303Updated last week
- Data and code for the Corr2Cause paper (ICLR 2024)☆111Updated last year
- Official implementation of "DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning" in ICML'24☆215Updated 11 months ago
- LTSM-Bundle: A Toolbox and Benchmark on Large Language Models for Time Series Forecasting☆103Updated 2 months ago
- A collection of research materials on SSL for non-sequential tabular data (SSL4NSTD)☆201Updated 3 weeks ago
- ⚡ Easy API access to the tabular foundation model TabPFN ⚡☆206Updated this week
- A suite of auto-regressive and Seq2Seq (sequence-to-sequence) transformer models for tabular and relational synthetic data generation.☆242Updated 4 months ago
- Salesforce CausalAI Library: A Fast and Scalable framework for Causal Analysis of Time Series and Tabular Data☆307Updated 6 months ago
- Awesome Tabular Deep Learning for "Representation Learning for Tabular Data: A Comprehensive Survey"☆76Updated 2 weeks ago
- (ICLR 2025 Spotlight) TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks☆83Updated 5 months ago
- The implementation of "TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning"☆310Updated last week
- Research on Tabular Foundation Models☆60Updated 11 months ago