DEPRECATED: Retires Aug 15, 2026. Migrate to pydo — https://docs.digitalocean.com/reference/libraries/
Lightweight optimization with local, global, population-based and sequential techniques across mixed search spaces
Efficiently computes derivatives of NumPy code.
A gradient processing and optimization library in JAX.
Code for paper, Gradient Descent: The Ultimate Optimizer
DEPRECATED: DigitalOcean Agent Development Kit — no longer maintained
This is an SDK for performing Machine Learning with Gradient.
Prints beautiful gradient figlets to the terminal
A Python toolbox for performing gradient-free optimization
Library for probabilistic predictions via gradient boosting.
A gradient generator for the Rich library.
Asynchronous Python client for AirGradient.
Gateway client for GradientOne
Python bindings for the Gradient Labs API
Python scripts for teaching and scholarship, under development. Currently contains scripts that allow the creation of both documents and slideshow from a single Markdown file, or a Mkdocs project. Create a markdown file with mkdocs-style admonitions, compile to html, revealjs, latex, and beamer outputs.
Python implementation for Gradient COBRA by S. Has (2023) with other aggregation and kernel methods.
Wrapper around the DogStatsd client
Numerical differentiation in python.
Distributed training through asynchronous message exchange
Collection of training and inference decision forest algorithms.
Unified Gradient Agent SDK + CLI
A package for evaluating dimensionality reduction algorithms
YDF (short for Yggdrasil Decision Forests) is a library for training, serving, evaluating and analyzing decision forest models such as Random Forest and Gradient Boosted Trees.
Package for gradient accumulation in TensorFlow
A very simple tkinter prompt window with an animated gradient background, By: Fibo Metavinci
Unified Gradient Agent SDK + CLI
SuperGradients
ML models + benchmark for tabular data classification and regression
Makes learning gradient descent easy
Git-like deterministic checkpointing for ML training
A pytorch module (and function) to reverse gradients.
Neural Network Gradient Metrics with PyTorch
Gradient descent, but the parameters are agents — a parallel, asynchronous framework for self-evolving agents (skills, prompts, harnesses)
Gradient Checker for Custom built PyTorch Models
An integration package connecting Digitalocean and LangChain
Bot Client for GradientChat
Gradient ML SDK
Generate random but beautiful gradients in a super simple way.
Gradientzoo python bindings
Gradient Decode DICOM is a dicom image and tag reader op for TensorFlow
A pure-Python feedforward neural network library
Gradient Agreement Filtering (GAF) Package
A self-generalizing gradient boosting machine that doesn't need hyperparameter optimization
Python SDK for Gradients.io training jobs
gradient aware harmonisation of timeseries
Official Python SDK for GradientCast ML Services - Time series forecasting and anomaly detection
Unofficial Python client for Gradient Chat (supports gpt-oss-120b and qwen3-235b)