mypy-boto3-machinelearning
Type annotations for boto3 MachineLearning 1.43.0 service generated with mypy-boto3-builder 8.12.0
Decision gist · record as of 2026-08-14
Yes. This is a lightweight, actively maintained type-stub package with no security vulnerabilities, permissive MIT licensing, and minimal install friction. Install it if you use boto3's MachineLearning service and want IDE autocomplete and static type checking. It is a development dependency only and does not affect production code. PyCharm users should monitor performance; if slowness occurs, boto3-stubs-lite is an alternative.AI-flagged interpretation of the facts on this page — verify before relying
Before you install
- Requires Python 3.9 or later; boto3 1.43.0 must be installed separately for the types to be useful.
- Low install friction with a single lightweight runtime dependency (typing-extensions).
- Active maintenance with recent releases; last commit 2026-06-22 and release 2026-04-29 indicate ongoing support.
License · maintenance · safety
MIT (permissive) — MIT license permits unrestricted use, modification, and distribution with minimal obligations—suitable for both open-source and commercial projects.
last release 2026-04-29 (107 days) · last repo commit 2026-06-22 · 670 stars
0 known vulnerabilities (OSV.dev, 2026-08-14) · 250,917 downloads/mo, #8,613 on PyPI
Alternatives
Verify before relying
# Install
python -m pip install mypy-boto3-machinelearning
# Use with type checking
from boto3.session import Session
from mypy_boto3_machinelearning import MachineLearningClient
client: MachineLearningClient = Session().client("machinelearning")
# IDE and mypy now provide type checking and autocomplete- Performance impact in PyCharm: the description mentions slow performance on Literal overloads (issue PY-40997) but does not quantify the severity or frequency.
- Whether boto3-stubs-lite is a viable alternative for your use case if PyCharm performance becomes problematic.
What it is and what it does
This package is a type-stub library that adds static type information to boto3's MachineLearning service. It is generated automatically from boto3 1.43.0 using mypy-boto3-builder 8.12.0 and works as a development-time dependency—you install it in your environment so that type checkers and IDEs can understand boto3 code, but it is not needed at runtime.
When installed, it enables full IDE autocomplete, inline documentation, and static type checking for MachineLearning API calls in VSCode (with Pylance), PyCharm, Emacs, Sublime Text, and command-line tools like mypy and pyright. The package includes type annotations for clients, paginators, waiters, and service-specific type definitions, allowing you to catch type errors before runtime and write more maintainable AWS code.
Use it for
- Enable IDE autocomplete and type hints when writing boto3 MachineLearning code in VSCode with Pylance or PyCharm.
- Run mypy or pyright on your codebase to catch type errors in AWS API calls before deployment.
- Use TYPE_CHECKING guards to include type annotations in development without adding a runtime dependency.
- Reduce time spent reading AWS API documentation by relying on inline IDE hints and type signatures.
- Integrate type checking into CI/CD pipelines to enforce type safety for MachineLearning service interactions.
Worth the install?
AI-flagged interpretation of the facts on this page. Verify before relying on it.
Yes.
This is a lightweight, actively maintained type-stub package with no security vulnerabilities, permissive MIT licensing, and minimal install friction. Install it if you use boto3's MachineLearning service and want IDE autocomplete and static type checking. It is a development dependency only and does not affect production code. PyCharm users should monitor performance; if slowness occurs, boto3-stubs-lite is an alternative.
Install
mypy-boto3-machinelearning on PyPI
Before you install
Low install friction with a single lightweight runtime dependency (typing-extensions). Active maintenance with recent releases; last commit 2026-06-22 and release 2026-04-29 indicate ongoing support.
Requires Python 3.9 or later; boto3 1.43.0 must be installed separately for the types to be useful.
License in practice
MIT license permits unrestricted use, modification, and distribution with minimal obligations—suitable for both open-source and commercial projects.
Quickstart
# Install
python -m pip install mypy-boto3-machinelearning
# Use with type checking
from boto3.session import Session
from mypy_boto3_machinelearning import MachineLearningClient
client: MachineLearningClient = Session().client("machinelearning")
# IDE and mypy now provide type checking and autocompleteVerify before relying
- Performance impact in PyCharm: the description mentions slow performance on Literal overloads (issue PY-40997) but does not quantify the severity or frequency.
- Whether boto3-stubs-lite is a viable alternative for your use case if PyCharm performance becomes problematic.
Package facts
| License | MIT permissive |
| Python support | Supports the current Python release >=3.9 |
| Install friction | Low. Pure-Python wheel |
| Runtime dependencies | 1 packagetyping-extensions |
| Maintenance | Actively maintained 107 days since the last release |
| Last repo commit | |
| First released | |
| Downloads | 250,917 / month, #8,613 on PyPI 30-day window, as of 2026-08-14 |
| Known vulnerabilities | None known OSV.dev, checked 2026-08-14 |
| Classifiers | Development Status :: 5 - Production/StableEnvironment :: ConsoleIntended Audience :: DevelopersNatural Language :: EnglishOperating System :: OS IndependentProgramming Language :: Python :: 3Programming Language :: Python :: 3 :: OnlyProgramming Language :: Python :: 3.10Programming Language :: Python :: 3.11Programming Language :: Python :: 3.12Programming Language :: Python :: 3.13Programming Language :: Python :: 3.14Programming Language :: Python :: 3.9Programming Language :: Python :: Implementation :: CPythonTyping :: Stubs Only |
Evidence: mypy_boto3_machinelearning-1.43.0-py3-none-any.whl
Tags
Let your AI agent find packages like this
Example. Real query, live index.
You found this page by searching. An agent finds it by wishing: SkillFed indexes 14,416 PyPI packages by what they can do, searchable in plain language.
wish › “machinelearning type stubs”
- mypy-boto3-machinelearningProvides type annotations and IDE autocompletion for boto3's…
- types-assertpyProvides type stubs enabling static type checkers like mypy and…
- types-appdirsProvides type stubs for the appdirs package to enable static type…
Give your agent the search over MCP, or paste the wish link into any chat.
More Software Development packages
Provides backported and experimental type hints for Python 3.9+, allowing use of newer typing features on older Python versions and enabling early experimentation with type system PEPs before they enter the standard library.
NumPy provides an N-dimensional array object and a comprehensive suite of mathematical, linear algebra, Fourier transform, and random number functions for scientific computing in Python.
FastAPI is a Python web framework for building REST APIs using type hints, with automatic request validation, serialization, and interactive API documentation.
Provides a way to document function parameters, class attributes, return types, and variables inline using Python's `Annotated` type hint syntax instead of traditional docstrings.
Typer builds command-line applications from Python functions using type hints, automatically generating help text, argument parsing, and shell completion.
Install it if you are building CLIs in Python.
Distlib provides low-level packaging utilities for building, distributing, and managing Python software—including metadata handling, version specifiers, wheel support, script installation, and dependency resolution.
See also mypy-boto3-ec2 · mypy-boto3-sagemaker · mypy-boto3-config · mypy-boto3-iot · mypy-boto3-evidently · mypy-boto3-iottwinmaker · mypy-boto3-transcribe · mypy-boto3-sqs · mypy-boto3-connect · mypy-boto3-support