Data Science & Machine Learning Bootcamp (Full Courses & Projects) - PyTorch Course for Beginners: Practical Deep Learning Tutorial with Python

Welcome to "PyTorch Course for Beginners", where I’ll guide you through the essentials of deep learning with Python! In this comprehensive tutorial, I’ll show you how to install PyTorch, create tensors, and perform basic tensor operations. You'll learn tensor indexing and slicing, and dive into automatic differentiation using Autograd. Together, we'll build a linear regression model from scratch, explore PyTorch modules and layers, and cover the fundamentals of neural networks. I’ll also teach you how to train neural networks with PyTorch and efficiently save and load models. Whether you're new to deep learning or looking to sharpen your skills, this course will provide hands-on, practical knowledge to help you learn deep learning. 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: 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 Join to the data discord server: https://discord.gg/BaVm6Rt4h8 My website: https://www.onurbaltaci.com Chapters: 00:00:00 Introduction 00:03:34 Installing PyTorch 00:06:23 Creating Tensors 00:16:15 Tensor Operations 00:27:09 Tensor Indexing and Slicing 00:35:44 Automatic Differentiation 00:43:17 Linear Regression from Scratch 00:56:52 Modules and Layers 01:00:47 Neural Network Fundamentals 01:12:03 Training a Deep Learning Model 01:26:08 Outro #pytorch #deeplearning #deeplearningtutorial #datascience #datasciencecourse #datasciencetutorial #machinelearning #machinelearningcourse #machinelearningtutorialforbeginners #machinelearningtutorial