End-to-End Data Science Projects with Python - Create a Loan Approval Prediction System from Scratch | Python Data Science Project

Dive into the world of data science with this comprehensive end-to-end project tutorial. Explore the process of analyzing complex datasets, building robust machine learning models, and seamlessly deploying them using FastAPI. This video breaks down each step in an easy-to-follow format, ideal for both beginners and seasoned practitioners. Enhance your skills and streamline your workflow as you gain hands-on experience in transforming raw data into actionable insights. Don't miss out on mastering these essential techniques for your next data science endeavor! Thanks for watching my video. I share new Data Science videos every Tuesday and Saturday at 14:00 CET. Dataset: https://www.kaggle.com/datasets/bhavikjikadara/loan-status-prediction Check my Data Science courses from here: https://www.onurbaltaci.com/courses Udemy Courses Data Science Projects: https://www.udemy.com/course/data-science-projects-3/?referralCode=AEC736448BA104C3EC3F Data Analysis Interview: https://www.udemy.com/course/data-analysis-interview/?referralCode=3270B750A08BE82F7994 Python for Data Analytics: https://www.udemy.com/course/python-for-data-analytics/?referralCode=0782B89299FFF7561184 Machine Learning with Python: https://www.udemy.com/course/python-machine-learning-course/?referralCode=09455A4817E14D6B83D8 Python Programming: https://www.udemy.com/course/python-basics-i/?referralCode=3C8A77721CCEA802B372 Time Series Analysis: https://www.udemy.com/course/python-for-time-series/?referralCode=439816EE7E65C91F1B55 Natural Language Processing (NLP): https://www.udemy.com/course/python-natural-language-processing/?referralCode=AFFEAA30617CA01E6819 I share Data Science content (short videos, articles and projects) on Instagram: https://www.instagram.com/datascience_101/ Some other videos I published: Python Data Science Bootcamp (7+ Hours): https://www.youtube.com/watch?v=6gDLcTcePhM Python PySpark Big Data Analytics Course: https://www.youtube.com/watch?v=jWZ9K1agm5Y&t=2009s Python Polars Big Data Analytics Course: https://www.youtube.com/watch?v=aiHSMYvoqYE Python Plotly Data Visualization Course: https://www.youtube.com/watch?v=W_qQTKupZpY Python Data Analysis Project: https://www.youtube.com/watch?v=xuSx4jpsTz8 Python Machine Learning Project: https://www.youtube.com/watch?v=47EzTeIuHYo Python Data Science Project: https://www.youtube.com/watch?v=9-IQJu-6vhw MySQL Course: https://www.youtube.com/watch?v=3HX9rOQiKOs Playlists: Learning Data Science in 2024: https://youtube.com/playlist?list=PLTsu3dft3CWiow7L7WrCd27ohlra_5PGH&si=aPLdKzzm6d3STiVw Courses: https://youtube.com/playlist?list=PLTsu3dft3CWhraC3rQ9sZZNC-2LmICJUQ&si=QWAvK7OejGBKMCj4 Data Science projects: https://youtube.com/playlist?list=PLTsu3dft3CWg69zbIVUQtFSRx_UV80OOg&si=_iZwYDowXBUE5I-9 Data Analysis videos: https://youtube.com/playlist?list=PLTsu3dft3CWhwPJcaAc-k6a8vAqBx2_0t&si=c-xOry-7zyTxc2VJ Machine Learning videos: https://youtube.com/playlist?list=PLTsu3dft3CWhSJh3x5T6jqPWTTg2i6jp1&si=wUQEzzLtGCQMofP5 Data Science Interview Exercises (Questions & Answers): https://youtube.com/playlist?list=PLTsu3dft3CWhXwqyqlHvAuaiIuZ1NHS2P&si=-SZJIS9xxnClX9Xg Join to the data discord server: https://discord.gg/BaVm6Rt4h8 My website: https://www.onurbaltaci.com Chapters: 00:00 Introduction 00:22 Data Analysis 19:36 Feature Engineering 26:36 Training Machine Learning Models 40:21 FastAPI App Creation 50:47 Outro #datascience #dataanalysis #dataanalytics #data #dataengineering #datascientist #datascientists #machinelearning #python #pythonprogramming