Mathematical Theory of Deep Learning.pdf
7.8 MB
Unlock the Secrets of #DeepLearning with Math!
Excited to share a free resource for all data science enthusiasts! "Mathematical Theory of Deep Learning" by Philipp Petersen and Jakob Zech is now available on #arXiv.
This book breaks down the core pillars of deep learning with rigorous yet accessible #math. Perfect for grad students, researchers, or anyone curious about why neural networks work so well!
Key Takeaways:
Mastering feedforward neural networks and ReLU's expressive power
Exploring gradient descent, backpropagation, and the loss landscape
Unraveling generalization, double descent, and adversarial robustness.
Excited to share a free resource for all data science enthusiasts! "Mathematical Theory of Deep Learning" by Philipp Petersen and Jakob Zech is now available on #arXiv.
This book breaks down the core pillars of deep learning with rigorous yet accessible #math. Perfect for grad students, researchers, or anyone curious about why neural networks work so well!
Key Takeaways:
Mastering feedforward neural networks and ReLU's expressive power
Exploring gradient descent, backpropagation, and the loss landscape
Unraveling generalization, double descent, and adversarial robustness.
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❤10👍6
"Calculus: Early Transcendentals" is an excellent free textbook for building a solid foundation in mathematical analysis. 📘
The book is written in a clear and accessible language, while maintaining the necessary mathematical rigor. It contains a large number of examples and problems, making it suitable for both self-study and use in the educational process. 🎓
The textbook covers a wide range of topics, including:
• limits;
• derivatives;
• integrals;
• sequences and series;
• differential equations;
• multivariate analysis.
I consider this book another valuable tool in the arsenal of anyone studying mathematics. 🛠️
If you are a student and want to master or review key topics in mathematical analysis, or a teacher looking for new ideas and alternative explanations, this textbook is definitely worth attention.
https://open.umn.edu/opentextbooks/textbooks/415
https://github.com/antoniolupetti/algebrica
#Calculus #Math #FreeTextbook #StudyGuide #Mathematics #STEM
✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
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The book is written in a clear and accessible language, while maintaining the necessary mathematical rigor. It contains a large number of examples and problems, making it suitable for both self-study and use in the educational process. 🎓
The textbook covers a wide range of topics, including:
• limits;
• derivatives;
• integrals;
• sequences and series;
• differential equations;
• multivariate analysis.
I consider this book another valuable tool in the arsenal of anyone studying mathematics. 🛠️
If you are a student and want to master or review key topics in mathematical analysis, or a teacher looking for new ideas and alternative explanations, this textbook is definitely worth attention.
https://open.umn.edu/opentextbooks/textbooks/415
https://github.com/antoniolupetti/algebrica
#Calculus #Math #FreeTextbook #StudyGuide #Mathematics #STEM
✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
❤5
# Algebra 2 📚
"Algebra 2" is another completely free textbook that covers a significant portion of algebra at both the pre-university and initial university levels. 🎓
With over 1,100 pages and a large number of worked examples, practical problems, and exercises, it covers linear equations, quadratic equations, polynomial equations, rational equations, irrational equations, exponential and logarithmic equations, systems of equations, inequalities, and many fundamental concepts underlying algebra. 🧮
In my opinion, this is one of the most comprehensive free resources for studying equation theory and algebraic methods typically encountered in the first years of university study. 💡
Source: https://openstax.org/details/books/algebra-and-trigonometry-2e
#Algebra #Math #FreeTextbook #Education #Study #University
✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
"Algebra 2" is another completely free textbook that covers a significant portion of algebra at both the pre-university and initial university levels. 🎓
With over 1,100 pages and a large number of worked examples, practical problems, and exercises, it covers linear equations, quadratic equations, polynomial equations, rational equations, irrational equations, exponential and logarithmic equations, systems of equations, inequalities, and many fundamental concepts underlying algebra. 🧮
In my opinion, this is one of the most comprehensive free resources for studying equation theory and algebraic methods typically encountered in the first years of university study. 💡
Source: https://openstax.org/details/books/algebra-and-trigonometry-2e
#Algebra #Math #FreeTextbook #Education #Study #University
✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
❤3