Linear Algebra for Deep Learning
Paper: Image Deblur survey of techniques
DEM from Photos: PhotoMOD Lite
QGIS Object Detection Plugin: Mapflow
Train single-shot object detector
Free and Opensource Inpainting Solution
Intro to Stereo Views and Rectification
Bundler Structure from Motion for "random" images
Georeference any image onto 3D plane
Super-Glue Image Matching/Search
Image search based on SURF feature matching
Digital Dissent
Hugging Face Tutorials: Custom Data
Hugging Face Tutorials: Token Classification
https://www.youtube.com/watch?v=ZiwogMtbjr4&list=PLoROMvodv4rOca_Ovz1DvdtWuz8BfSWL2
https://pure.uva.nl/ws/files/1805206/4_ltlapril2001.pdf
Process 100GB+ files on a laptop
https://www.quantamagazine.org/symbolic-mathematics-finally-yields-to-neural-networks-20200520/
https://direct.mit.edu/books/oa-monograph/5335/Power-of-PositionClassification-and-the https://direct.mit.edu/books/book/5338/Artificial-CommunicationHow-Algorithms-Produce https://direct.mit.edu/books/oa-edited-volume/5331/Cognitive-Robotics https://direct.mit.edu/books/oa-monograph/5329/The-Art-of-Abduction https://direct.mit.edu/books/oa-edited-volume/5312/Computational-Thinking-Education-in-K-12Artificial https://direct.mit.edu/books/oa-monograph/5281/Social-EngineeringHow-Crowdmasters-Phreaks-Hackers https://direct.mit.edu/books/oa-monograph/5255/Treacherous-Play https://direct.mit.edu/books/oa-monograph/5243/Teaching-Computational-ThinkingAn-Integrative https://direct.mit.edu/books/book/5205/Command-and-PersuadeCrime-Law-and-the-State-across https://direct.mit.edu/books/book/5093/The-Constitution-of-AlgorithmsGround-Truthing https://direct.mit.edu/books/book/4932/Distributed-LedgersDesign-and-Regulation-of https://direct.mit.edu/books/book/4850/Digital-Entrepreneurship-in-AfricaHow-a-Continent https://direct.mit.edu/books/book/4850/Digital-Entrepreneurship-in-AfricaHow-a-Continent https://direct.mit.edu/books/book/4850/Digital-Entrepreneurship-in-AfricaHow-a-Continent https://direct.mit.edu/books/book/4850/Digital-Entrepreneurship-in-AfricaHow-a-Continent https://direct.mit.edu/books/book/5035/Translational-NeuroscienceToward-New-Therapies https://direct.mit.edu/books/oa-monograph/5345/The-Art-of-Insight-in-Science-and https://direct.mit.edu/books/oa-monograph/5342/BoostingFoundations-and-Algorithms https://direct.mit.edu/books/oa-monograph/5339/Street-Fighting-MathematicsThe-Art-of-Educated https://direct.mit.edu/books/book/4339/Artificial-Life-IXProceedings-of-the-Ninth https://direct.mit.edu/books/book/4339/Artificial-Life-IXProceedings-of-the-Ninth https://direct.mit.edu/books/book/5066/Why-Architects-Draw https://direct.mit.edu/books/book/4663/Turtle-GeometryThe-Computer-as-a-Medium-for https://www.ime.unicamp.br/~dias/Intoduction%20to%20Statistical%20Learning.pdf https://hastie.su.domains/CASI_files/PDF/casi.pdf https://github.com/ghoshark/E_Books/blob/master/Practical%20Statistics%20for%20Data%20Scientists.pdf https://www.book2look.com/embed/9781317526988
https://greenteapress.com/wp/think-complexity-2e/
https://directory.doabooks.org/handle/20.500.12854/32870 https://directory.doabooks.org/handle/20.500.12854/84560 https://directory.doabooks.org/handle/20.500.12854/74880 https://directory.doabooks.org/handle/20.500.12854/80958 https://directory.doabooks.org/handle/20.500.12854/76386 https://directory.doabooks.org/handle/20.500.12854/68899 https://directory.doabooks.org/handle/20.500.12854/30625 https://directory.doabooks.org/handle/20.500.12854/78483 https://directory.doabooks.org/handle/20.500.12854/50220 https://directory.doabooks.org/handle/20.500.12854/76874 https://directory.doabooks.org/handle/20.500.12854/68375 https://directory.doabooks.org/handle/20.500.12854/77055
https://directory.doabooks.org/handle/20.500.12854/27697 https://directory.doabooks.org/handle/20.500.12854/53742 https://directory.doabooks.org/handle/20.500.12854/74901
https://www.pnas.org/doi/epdf/10.1073/pnas.0900943106 https://www.pnas.org/doi/pdf/10.1073/pnas.0908800106 https://ndg.asc.upenn.edu/wp-content/uploads/2016/04/Centola-et-al-2007-PA.pdf https://www.pnas.org/doi/pdf/10.1073/pnas.122653799 https://barabasi.com/f/632.pdf
D. Hosfelt. “Fearless security: memory safety.” Mozilla Hacks.
D. Hosfelt. “Fearless security: thread safety.” Mozilla Hacks.
S. Klabnik and C. Nichols. “What Is Ownership?.” The Rust Programming Language.
S. Klabnik and C. Nichols. “References and Borrowing.” The Rust Programming Language.
S. Klabnik and C. Nichols. “The Slice Type.” The Rust Programming Language.
K. McAllister. “Memory exploit mitigations #15179.” GitHub.
K. McAllister. “RFC: Memory exploit mitigation.” GitHub.
D. Micay. “Enable PIE by default on Linux for full ASLR #16340.” GitHub.
N. Matsakis. “Integer overflow #560.” GitHub.
G. Lehel and N. Matsakis. “Integer overflow.” GitHub.
A. Turon. “Tracking issue for integer overflow (RFC 560) #22020.” GitHub.
H. Wilson. “Myths and legends about integer overflow in Rust.” Huon on the Internet.
B. Anderson. “Stabilize -C overflow-checks #1535.” GitHub.
B. Anderson. “Stable overflow checks.” GitHub.
N. Froyd. “Add -C overflow-checks option #40037.” GitHub.
R. Á. de Espíndola. “rustc requires executable stack #798.” GitHub.
A. Seipp. “Make sure librustrt.so is linked with a non-executable stack. #1066.” GitHub.
D. Micay. “Rust binaries should not have an executable stack #5643.” GitHub.
D. Micay. “Mark the assembly object stacks as non-executable #5647.” GitHub.
A. Clark. “Explicitly disable stack execution on linux and bsd #30859.” GitHub.
S. Klabnik and C. Nichols. “Unsafe Rust.” The Rust Programming Language.
“Improper restriction of operations within the bounds of a memory buffer (CWE-119).” MITRE CWE List.
“Concurrency issues (CWE-557).” MITRE CWE List.
S. Davidoff. “How Rust’s standard library was vulnerable for years and nobody noticed.” Medium.
Spatio-temporal Analysis
import otbApplication
# Set the names of the input images
image1 = "image1.tif"
image2 = "image2.tif"
# Create an instance of the StereoRectification application
app = otbApplication.Registry.CreateApplication("StereoRectification")
# Set the parameters for the application
app.SetParameterString("inp", image1)
app.SetParameterString("inp2", image2)
app.SetParameterString("outp", "dem.tif")
# Execute the application
app.ExecuteAndWriteOutput()
print("DEM generated successfully!")
Image Similarity Search Library
Graph-Tool: A Python module for Graph data
Massive Collection of Twitter Data Sets
Interesting but small datasets
Archive.org Curated Dataset List
Massive Collection of Curated Datasets
Long list of curated datasets available for download
750 GB of Common Crawl Text without Boilerplate
18 GB Scientific Research 1,000,000 papers + Citation links
Reddit Comments up to more than 30GB!
10 Million web domains by Page Crawl Ranking
355 Billion Rows of data extracted from Research Papers
Convert Tabular Dataset to Graph Dataset
Customs Coding Automation using ML
Stable Diffusion Prompt Improvement Engine
Readme: Takes as input a description of an image and improves on it by converting any non-specific elements into concrete objects that can easily be interpreted.
Survey of Graph Neural Networks and Applications Graph Deep Learning: State of the Art and Challenges
10 Science Books:
"Feynman Lectures on Physics" by Richard P. Feynman, Robert B. Leighton, and Matthew Sands
Math requirement: Basic algebra, trigonometry, and calculus
"Classical Mechanics" by Serway, Jewett, and Levitt
Math requirement: Basic algebra, trigonometry, and calculus
"Introduction to Thermal Physics" by Daniel V. Schroeder
Math requirement: Basic algebra, trigonometry, and calculus
"Classical Mechanics" by J. E. Shockley
Math requirement: Basic algebra, trigonometry, and calculus
"Classical Mechanics" by T. W. B. Kibble and B. Carter
Math requirement: Basic algebra, trigonometry, and calculus
"Principles of Quantum Mechanics" by David J. Griffiths
Math requirement: Basic algebra, trigonometry, and calculus, with some linear algebra and differential equations
"Electricity and Magnetism" by John D. Jackson
Math requirement: Basic algebra, trigonometry, and calculus, with some linear algebra and differential equations
"Classical Dynamics of Particles and Systems" by Herbert Mark Kuhn and Robert L. Morse
Math requirement: Basic algebra, trigonometry, and calculus, with some linear algebra and differential equations
"Fundamentals of Physics" by Halliday, Resnick, and Walker
Math requirement: Basic algebra, trigonometry, and calculus, with some linear algebra and differential equations
"Classical Mechanics" by Herbert Goldstein, Charles P. Poole, and John Safko
Math requirement: Basic algebra, trigonometry, and calculus, with some linear algebra and differential equations