End-to-End Data Science Projects with Python - Predict Employee Performance with Machine Learning: A Step-by-Step Data Science Project in Python

Discover how to build and deploy a machine learning model to predict employee performance scores in this comprehensive Python tutorial. Starting with data preprocessing and exploratory analysis, we guide you through every step of creating a robust prediction model using libraries like pandas, scikit-learn, and matplotlib. But we don’t stop there! Learn how to take your project to the next level by deploying it using Streamlit, turning your data science project into an interactive web app. Whether you're a beginner or a seasoned pro, this tutorial offers valuable insights into building and deploying machine learning applications. Perfect for anyone passionate about data science, machine learning, and app development! Thanks for watching my video. I share new Data Science videos weekly, you can subscribe for more videos like this. Dataset: https://www.kaggle.com/datasets/mexwell/employee-performance-and-productivity-data You can check the channel playlists for more videos like this. Data Science YouTube Playlists: Data Science Full Courses & Projects: https://youtube.com/playlist?list=PLTsu3dft3CWiow7L7WrCd27ohlra_5PGH&si=aPLdKzzm6d3STiVw Machine Learning Tutorials (Python Scikit-learn): https://youtube.com/playlist?list=PLTsu3dft3CWhSJh3x5T6jqPWTTg2i6jp1&si=wUQEzzLtGCQMofP5 AI Tutorials (LLMs, LangChain and OpenAI): https://youtube.com/playlist?list=PLTsu3dft3CWhAAPowINZa5cMZ5elpfrxW&si=eB977ZjQ9P6Tg-zY Data Analysis Tutorials (Python Pandas): https://youtube.com/playlist?list=PLTsu3dft3CWhwPJcaAc-k6a8vAqBx2_0t&si=c-xOry-7zyTxc2VJ Data Science Interview Exercises (Questions & Answers): https://youtube.com/playlist?list=PLTsu3dft3CWhXwqyqlHvAuaiIuZ1NHS2P&si=-SZJIS9xxnClX9Xg Data Science & Machine Learning Projects: https://youtube.com/playlist?list=PLTsu3dft3CWg69zbIVUQtFSRx_UV80OOg&si=_iZwYDowXBUE5I-9 Python Time Seires Analysis: https://youtube.com/playlist?list=PLTsu3dft3CWibrBga4nKVEl5NELXnZ402&si=Y28xzOF25F_aR37f Natural Language Processing (NLP): https://youtube.com/playlist?list=PLTsu3dft3CWjYPJi5RCCVAF6DxE28LoKD&si=2-gVxeZ-SxniCNMf Deep Learning with PyTorch: https://youtube.com/playlist?list=PLTsu3dft3CWghrjn4PmFZlxVBileBpMjj&si=ERBNHuuI7BPNx_EF 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 Chapters 00:00 Introduction 00:26 Data Card 01:50 Data Science Project 39:49 Outro Join to the data discord server: https://discord.gg/BaVm6Rt4h8 My website: https://www.onurbaltaci.com