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Materials repo of beaver-felix

For Contributors: Please log your document(s) in table(s) before git push.

Documents table

Machine Learning & Deep Learning

idx Document pages
1 Lecture notes in Deep Learning Theory - Matus Telgarsky 127
2 The Little Book of Generative AI Foundation: An Intuitive Mathematical Primer - Tianhua Chen 178
3 Probabilistic Machine Learning - An Introduction 860
4 Build a Large Language Model - From Scratch - Sebastian Raschka 370
5 Dive into Deep Learning - Aston Zhang html
6 Understanding Transformers and Attention Mechanisms - Michel F. Serret 13

Natural Language Processing

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1 Daniel Jurafsky - Speech and Language Processing 626

Computer Vision

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1 Foundations of Computer Vision - Antonio Torralba html

Statistics

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1 Applied Multivariate Statistical Analysis - Sixth Edition 794
2 Wolfgang K.H. - Applied Multivariate Statistical Analysis 535
3 Statistics and Machine Learning in Python - Edouard Duchesnay 389
4 Statistics - The Art and Science of Learning from Data 817
5 Naked Statistics 285
6 Statistical Mechanics - A survival guide - A. M. Glazer 156
7 Statistics - Fourth Edition - David Freeman 715
8 Mathematical Statistics - A Geometric Approach - Math with Ming html

Mathematics and Computer Science

idx Document pages
1 A Computational Introduction to Number Theory and Algebra 596
2 A visual introduction to information theory 42
3 A Book of Abstract Algebra - Charles C. Pinter 365
4 Analytic Combinatorics - Philippe Flajolet 826
5 Basic Model Theory - Kees Doets 141
6 Everything You Always Wanted To Know About Mathematics* (But didn't even know to ask) - Brendan W.Sullivan 698
7 An Introduction to Formal Languages and Automata - Peter Linz 727
8 Automata Theory, Languages, and Computation - John E. Hopcroft 550
9 (Applied Math) - Operations Research - Applications and Algorithms - Wayne L. Winston 1434
10 Introduction to the Theory of Computation - Third Edition - Michael Sipser 482
11 The Scientist and Engineer's Guide to Digital Signal Processing html
12 So you want to study Maths... - Susan Rigetti html
13 Topology without Tears - Sidney A. Moris 729
14 Foundations of Algebraic Geometry - Ravi Vakil 838
15 An Infinitely Large Napkin - Evan Chen html
16 Math Books for Beginers html
17 Real Mathematical Analysis - Charles C. Pugh 487
18 categories for the Workingg Mathematican - 2nd Edition - Saunders Mac Lane 320
19 Algorithms in Real Algebraic Geometry 665
20 Theory of Distributed Systems - James Aspnes 648

Networking and Data Engineering

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1 Operating System Concepts - Tenth Edition 1278
2 Modern Operating Systems - Fourth Edition - Andrew S. Tanenbaum 1137
3 Computer Networking - Eighth Edition - A Top-Down Approach - James F. Kurose 775
4 Data Mining - Concepts and technieques 786
5 Designing Data-Intensive Applications - Martin Kleppmann 613
6 Systems Performance - Enterprise and the Cloud 2nd Edition - Brendan Gregg 929
7 The Architecture of Open Source Applications html
8 confluent - Designing Event-Driven Systems - Concepts and patterns for Streaming Services with Apahce Kafka - Ben Stopford 166
9 Automating Data Quality Monitoring - Jeremy Stanley 220

Programming Languages

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1 Python for Data Analysis - Wes McKinney 541
2 Python for Finance - Yves Hilpisch 714
3 CSES - Competitive Programmer's Handbook - Antti Laaksonen 206
4 The Odin Project - Web Basics html
5 The Rust Programming Language html
6 Learn Zig Lang html
7 Real World OCaml html

Stochastic Algeabra and Finance

idx Document pages
1 Stochastic Calculus for Absolute Beginners - Math with Ming html
2 Github Repositories for Startings Quantitative Finance 1
3 Intermediate Quantitative Economics with Python 2221, yes
4 Active Portfolio Management - A Quantitative Approach for Providing Superior Returns and Controlling Risk - Richard C. Grinold 621
5 Thinking Stragetically - The Competitive Edge in Bussiness, Politics and Everyday Life - Avinash K. Dixit 396

NeuroCognitive Science

idx Document pages
1 Theoretical NeuroScience - Computational and Mathematical Modeling of Neural Systems - Peter Dayan 447
2 Neuro Dynamics - From single neurons to networks and models of cognition - Wulfram Gerstner html
3 Cognitive Linguistics - William Croft 374

Quantum Computing

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1 Quantum Book Collection Github - Anonymous html

Uncategorized

idx Document pages
1 Integrating Voice Activity Detection to Enhance Roburstness of On-Device Speaker Verification 12
2 Green Wheat Field Auvers - Vincent Van Gough - 1890 jpg
3 Physical Reservoir Computing Using Oscillator Networks - Yoshifumi Nishio ppt

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