Top 8 Jupyter Notebook Automl Projects

H2O

10 6,721 9.7 Jupyter Notebook

H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.

Project mention: Really struggling with open source models | /r/LocalLLaMA | 2023-07-12

I would use H20 if I were you. You can try out LLMs with a nice GUI. Unless you have some familiarity with the tools needed to run these projects, it can be frustrating. https://h2o.ai/

automl

7 6,154 5.0 Jupyter Notebook

Google Brain AutoML

Project mention: Slowdown / normalization on the Front Lines | /r/singularity | 2023-05-30

WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
FLAML

9 3,663 8.3 Jupyter Notebook

A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.

Project mention: AutoGen: Enabling Next-Gen GPT-X Applications | news.ycombinator.com | 2023-08-22

I really like the simplicity of this framework, and they hit on a lot of common problems found in other agent-based frameworks. Most intrigued by the RAG improvements.
Seems like Microsoft was frustrated with the pace of movement in this space and the shitty results of agents (which admittedly kept my interest turned away from agents for the last few months). I'm interested again because it makes practical sense, and from looking at the example notebooks, seems fairly easy to integrate into existing applications.
Maybe this is the 'low code' approach that might actually work, and bridge together engineering and non-engineering resources.
This example was what caught my eye: https://github.com/microsoft/FLAML/blob/main/notebook/autoge...

adanet

2 3,470 0.0 Jupyter Notebook

Fast and flexible AutoML with learning guarantees.
Auto_TS

6 672 6.9 Jupyter Notebook

Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.
x-stable-diffusion

5 548 4.5 Jupyter Notebook

Real-time inference for Stable Diffusion - 0.88s latency. Covers AITemplate, nvFuser, TensorRT, FlashAttention. Join our Discord communty: https://discord.com/invite/TgHXuSJEk6
automl-app

4 133 7.3 Jupyter Notebook

AutoML Web App - build Machine Learning pipeline in automatic way with Graphical User Interface (GUI). You can run app locally!

Project mention: FLaNK Stack Weekly 28 August 2023 | dev.to | 2023-08-28

InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
ToLD-Br

1 32 2.6 Jupyter Notebook

Toxic Language Detection in Social Media for Brazilian Portuguese: New Dataset and Multilingual Analysis

Project mention: Toxicity in Tweets using a BERT model | dev.to | 2024-04-11

The dataset is based on ToLD-Br, which is a huge dataset of tweets (or is it Xeets now?) that contains some additional info such as a classification if the text contains homophobia, obscenity, insults, racism, misogyny and xenophobia. The dataset for the competition, however, is a simple toxicity column.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2024-04-11.