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

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