- author: Kaustubh Gupta
    author_link: https://medium.com/@kaustubhgupta1828/
    link: https://www.analyticsvidhya.com/blog/2021/06/deploying-ml-models-as-api-using-fastapi-and-heroku/
    title: Deploying ML Models as API Using FastAPI and Heroku
  - link: https://jarmos.netlify.app/posts/using-github-actions-to-deploy-a-fastapi-project-to-heroku/

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## Opinie

"_[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products._"

## Recensioni

"_[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products._"

## Vélemények

"_[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products._"

## Opiniones

"_[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products._"

<a href="https://fastapi.tiangolo.com/fastapi-people/#sponsors" class="external-link" target="_blank">অন্যান্য স্পনসর গণ</a>

## মতামত সমূহ

"_আমি আজকাল **FastAPI** ব্যবহার করছি। [...] আমরা ভাবছি মাইক্রোসফ্টে **ML সার্ভিস** এ সকল দলের জন্য এটি ব্যবহার করব। যার মধ্যে কিছু পণ্য **Windows** এ সংযোযন হয় এবং কিছু **Office** এর সাথে সংযোযন হচ্ছে।_"

def fake_answer_to_everything_ml_model(x: float):
    return x * 42


ml_models = {}


@asynccontextmanager
async def lifespan(app: FastAPI):
    # Load the ML model
    ml_models["answer_to_everything"] = fake_answer_to_everything_ml_model
    yield
    # Clean up the ML models and release the resources
    ml_models.clear()


app = FastAPI(lifespan=lifespan)

## Rəylər

"_[...] Son günlərdə **FastAPI**-ı çox istifadə edirəm. [...]  Əslində onu komandamın bütün **Microsoftda ML sevislərində** istifadə etməyi planlayıram. Onların bəziləri **windows**-un əsas məhsuluna və bəzi **Office** məhsullarına inteqrasiya olunurlar._"

## Ý kiến đánh giá

"_[...] Tôi đang sử dụng **FastAPI** vô cùng nhiều vào những ngày này. [...] Tôi thực sự đang lên kế hoạch sử dụng nó cho tất cả các nhóm **dịch vụ ML tại Microsoft**. Một vài trong số đó đang tích hợp vào sản phẩm lõi của **Window** và một vài sản phẩm cho **Office**._"