Build a Machine Learning API Using FastAPI & Scikit-Learn (Step-by-Step Python Tutorial)

Publié le: 16 août 2025
sur la chaîne: Onur Baltaci
3,230
124

In this step-by-step Python tutorial, you’ll learn how to build a Machine Learning API using FastAPI and Scikit-learn from scratch. We’ll cover everything from training a simple ML model with Scikit-learn to deploying it through a FastAPI endpoint so it can make real-time predictions. Whether you’re a beginner looking to understand how APIs work in machine learning or a developer wanting to integrate ML models into production, this guide will walk you through the process in a clear and practical way. Thanks for watching my video. I share new Data Science videos weekly, you can subscribe for more videos like this.

You can check the channel playlists for more videos like this. Data Science YouTube Playlists:

Data Science Full Courses & Projects:    • Data Science Full Courses & Projects  

Machine Learning Tutorials (Python Scikit-learn):    • Machine Learning with Python Tutorials: Sc...  

AI Tutorials (LLMs, LangChain and OpenAI):    • AI Tutorials (Langchain, OpenAI & LLMs)  

Data Analysis Tutorials (Python Pandas):    • Python Data Analysis Tutorials with Pandas...  

Data Science Interview Exercises (Questions & Answers):    • Data Analysis & Data Science Interview Vid...  

Data Science & Machine Learning Projects:    • End-to-End Data Science Projects with Python  

Python Time Seires Analysis:    • Time Series Analysis with Python - Step by...  

Natural Language Processing (NLP):    • Natural Language Processing with Python  

Deep Learning with PyTorch:    • Deep Learning with PyTorch  

Check my Data Science courses from here: https://www.onurbaltaci.com/courses

Udemy Courses

Data Science Projects: https://www.udemy.com/course/data-sci...

Data Analysis Interview: https://www.udemy.com/course/data-ana...

Python for Data Analytics: https://www.udemy.com/course/python-f...

Machine Learning with Python: https://www.udemy.com/course/python-m...

Python Programming: https://www.udemy.com/course/python-b...

Time Series Analysis: https://www.udemy.com/course/python-f...

Natural Language Processing (NLP): https://www.udemy.com/course/python-n...

I share Data Science content (short videos, articles and projects) on Instagram:   / datascience_101  

Some other videos I published:

Python Data Science Bootcamp (7+ Hours):    • Python Data Science Bootcamp: Zero Experie...  

Python PySpark Big Data Analytics Course:    • PySpark Course: Big Data Handling with Pyt...  

Python Polars Big Data Analytics Course:    • Master Python Polars for Efficient Big Dat...  

Python Plotly Data Visualization Course:    • Master Python Plotly in 1.5 Hours: From Ba...  

Python Data Analysis Project:    • Python Data Analysis Project - Income Anal...  

Python Machine Learning Project:    • Python Machine Learning Project - Income C...  

Python Data Science Project:    • Motorbike Price Prediction Using Python Da...  

MySQL Course:    • Complete MySQL Crash Course in 40 Minutes ...  


Join to the data discord server:
  / discord  

My website: https://www.onurbaltaci.com


Sur cette page du site, vous pouvez voir la vidéo en ligne Build a Machine Learning API Using FastAPI & Scikit-Learn (Step-by-Step Python Tutorial) durée heure minute seconde en bonne qualité , qui a été Téléchargé par l'utilisateur Onur Baltaci 16 août 2025, Partagez le lien avec vos amis et connaissances, sur youtube cette vidéo a déjà été regardée 3,230 fois et il a aimé 124 téléspectateurs. Bon visionnage!