Deep-Learning-Guide
Deep learning Guide.
https://github.com/mikeroyal/Deep-Learning-Guide
Last synced: 5 days ago
JSON representation
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Autodesk Learning Resources
- Autodesk
- CNC programming (Computer Numerical Control Programming)
- AutoDesk Learning & Training
- Autodesk Certification
- Autodesk University
- Autodesk Design Academy
- Autodesk Customer Success Hub
- AutoDesk Forums
- AutoDesk Developer Network
- Learning Civil 3D on Autodesk Knowledge Network
- Top Autodesk Courses on Udemy
- Top Autodesk Fusion 360 Courses on Coursera
- Software and Services for Education | Autodesk Education
- Top Autodesk Courses on Coursera
- Autodesk Customer Success Hub
- AutoDesk Forums
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Autodesk Tools and Frameworks
- Autodesk
- AutoCAD LT® - aided design (CAD) software that architects, engineers, construction professionals, and designers rely on to design, draft, and document with precise 2D geometry.
- AutoCAD® Mobile App
- AutoCAD® Web App
- Tinkercad® - to-use app for 3D design, electronics, and coding. It's used by teachers, kids, hobbyists, and designers to imagine, design, and make anything.
- Revit®
- Autodesk
- Fusion 360 with PowerInspect®
- Autodesk
- Maya LT™ - looking characters, props, and environments using the sophisticated 3D modeling and animation tools.
- Autodesk
- Arnold
- ReCap™ - built conditions to gain insights and make better decisions.
- Flame®
- Autodesk
- Character Generator® - based laboratory to create fully rigged 3D characters for animation packages and game engines.
- Smoke® - based compositing tools in a timeline-centered editing environment.
- ShotGrid
- Advance Steel®
- Autodesk
- Inventor Nastran® - embedded finite element analysis software that delivers finite element analysis (FEA) tools for engineers and analysts. Simulation covers multiple analysis types, such as linear and nonlinear stress, dynamics, and heat transfer.
- Inventor® Nesting - embedded, true-shape nesting tools for Inventor that helps you optimize yield from flat raw material. Easily compare nesting studies to optimize efficiency and reduce costs, and export 3D models or DXF™ files of the completed nest for cutting path generation.
- Inventor Tolerance Analysis® - embedded tolerance stackup analysis software that is designed to help Inventor users make more informed decisions while specifying manufacturing tolerances.
- Product Design & Manufacturing Collection - grade applications that connect everyone, from concept to production, with shared tools to streamline your product development process.
- Autodesk
- BIM Collaborate Pro - based design collaboration and coordination software that connects AEC teams, helping you execute on design intent and deliver high-quality constructible models on a single platform.
- InfraWorks®
- Assemble BIM Data - in-place tracking, and more.
- Autodesk® Forge - based developer platform from Autodesk. That let's you access design and engineering data in the cloud with the Forge platform. Whether you want to automate processes, connect teams and workflows, or visualize your data using Forge APIs.
- Autodesk® Rendering - resolution cloud rendering software that let's you produce stunning, high-quality renderings from designs and models with cloud rendering. This service uses cloud credits, which is a universal measure across Autodesk consumption-based cloud services to perform certain tasks in the cloud.
- Autodesk® CFD
- Autodesk® Viewer
- Autodesk® Takeoff
- TradeTapp
- Design Review
- Fabrication ESTmep™, CADmep™, and CAMduct™ - alone or in the Architecture, Engineering & Construction Collection..
- Formit - based 3D sketching. The pro version of FormIt includes the tools in the FormIt app, plus Dynamo computation, and collaboration and analysis features.
- Helius PFA
- HSMWorks - embedded 2.5 to 5-axis milling, turning, and mill-turn capabilities. HSMWorks is included with your Fusion 360 subscription.
- Pype
- Pype Closeout
- CAMplete - code post-processing, verification, and simulation for different kinds of CNC machinery. Import data from leading CAM software then use proven post-processors and highly accurate 3D machine models, developed in partnership with machine tool builders, to rapidly produce high-quality, collision free NC machining code.
- AEC(Architecture, Engineering & Construction) Collection® - based common data environment that facilitates project delivery from early-stage design through to construction.
- Fusion 360®
- Fusion 360 with FeatureCAM®
- Fusion 360 with Netfabb®
- Fusion 360 Manage
- Fusion Team - based coll tool that helps eliminate the inefficiencies that disparate tools create when working with your internal and external teams.
- Fusion 360 with PowerShape®
- Autodesk PartMaker® - spindle machining operations. These can be used for turning, indexed and interpolated C-axis milling, Y-axis, and B-axis milling.
- Robot Structural Analysis Professional - integrated workflows to exchange data with Revit. It can help you to create more resilient, constructible designs that are accurate, coordinated, and connected to BIM.
- Revit LT™ - effective BIM (Building Information Modeling) solution, you can produce high-quality 3D architectural designs and documentation.
- Media & Entertainment Collection®
- Civil 3D®
- Inventor® CAM - embedded 2.5-axis to 5-axis milling, turning, and mill-turn capabilities.
- SketchBook®
- Alias®
- Autodesk® Drive
- Autodesk BIM 360®
- Autodesk® Build
- BuildingConnected - time construction network that connects owners and builders through an easy-to-use platform to streamline the bid and risk management process.
- EAGLE
- Insight - efficient buildings with advanced simulation engines and building performance analysis data integrated in Revit.
- Moldflow®
- PlanGrid Build
- Structural Bridge Design® - span bridges used by engineers to deliver design reports faster.
- Vault®
- Vehicle Tracking®
- VRED® - rendering modes.
- Helius Composite - in solvers minimize the need to have secondary finite element analysis (FEA) software to analyze material characteristics more quickly.
- MotionBuilder®
- Bid Board Pro
- Point Layout
- Within Medical®
- Vault PLM - wide collaboration and product lifecycle management.
- PlanGrid Build
- Pype SmartPlans
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Bioinformatics Learning Resources
- Bioinformatics
- European Bioinformatics Institute
- National Center for Biotechnology Information
- Online Courses in Bioinformatics |ISCB - International Society for Computational Biology
- Bioinformatics | Coursera
- Top Bioinformatics Courses | Udemy
- Biometrics Courses | Udemy
- Learn Bioinformatics with Online Courses and Lessons | edX
- Bioinformatics Graduate Certificate | Harvard Extension School
- Bioinformatics and Proteomics - Free Online Course Materials | MIT
- Introduction to Biometrics course - Biometrics Institute
- Bioinformatics and Biostatistics | UC San Diego Extension
- Bioinformatics and Biostatistics | UC San Diego Extension
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Bioinformatics Tools, Libraries, and Frameworks
- Bioconductor - throughput genomic data. Bioconductor uses the [R statistical programming language](https://www.r-project.org/about.html), and is open source and open development. It has two releases each year, and an active user community. Bioconductor is also available as an [AMI (Amazon Machine Image)](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AMIs.html) and [Docker images](https://docs.docker.com/engine/reference/commandline/images/).
- Bioconda
- UniProt - quality and freely accessible set of protein sequences annotated with functional information.
- Bowtie 2 - efficient tool for aligning sequencing reads to long reference sequences. It is particularly good at aligning reads of about 50 up to 100s or 1,000s of characters, and particularly good at aligning to relatively long (mammalian) genomes.
- Biopython
- BioRuby
- BioJava
- BioPHP
- Avogadro - platform use in computational chemistry, molecular modeling, bioinformatics, materials science, and related areas. It offers flexible high quality rendering and a powerful plugin architecture.
- Ascalaph Designer
- Anduril - thoughput data in biomedical research, and the platform is fully extensible by third parties. Ready-made tools support data visualization, DNA/RNA/ChIP-sequencing, DNA/RNA microarrays, cytometry and image analysis.
- Galaxy - based platform for accessible, reproducible, and transparent computational biomedical research. It allows users without programming experience to easily specify parameters and run individual tools as well as larger workflows. It also captures run information so that any user can repeat and understand a complete computational analysis.
- PathVisio - source pathway analysis and drawing software which allows drawing, editing, and analyzing biological pathways. It is developed in Java and can be extended with plugins.
- Orange
- Basic Local Alignment Search Tool
- OSIRIS - domain, free, and open source STR analysis software designed for clinical, forensic, and research use, and has been validated for use as an expert system for single-source samples.
- NCBI BioSystems
- Fuzzy logic - tree processing and better integration with rules-based programming.
- ResearchGate
- Support Vector Machine (SVM) - group classification problems.
- OpenClipArt
- Convolutional Neural Networks (R-CNN)
- CS231n
- Slideteam
- DeepAI
- wikimedia
- Decision trees - structured models for classification and regression.
- CMU
- Naive Bayes - theorem.html) with strong independence assumptions between the features.
- mathisfun
- wikimedia
- wikimedia
- wikimedia
- wikimedia
- wikimedia
- wikimedia
- wikimedia
- wikimedia
- wikimedia
- wikimedia
- wikimedia
- wikimedia
- wikimedia
- Anduril - thoughput data in biomedical research, and the platform is fully extensible by third parties. Ready-made tools support data visualization, DNA/RNA/ChIP-sequencing, DNA/RNA microarrays, cytometry and image analysis.
- IBM
- Recurrent neural networks (RNNs)
- Random forest - used machine learning algorithm, which combines the output of multiple decision trees to reach a single result. A decision tree in a forest cannot be pruned for sampling and therefore, prediction selection. Its ease of use and flexibility have fueled its adoption, as it handles both classification and regression problems.
- Support Vector Machine (SVM) - group classification problems.
- Anduril - thoughput data in biomedical research, and the platform is fully extensible by third parties. Ready-made tools support data visualization, DNA/RNA/ChIP-sequencing, DNA/RNA microarrays, cytometry and image analysis.
- Galaxy - based platform for accessible, reproducible, and transparent computational biomedical research. It allows users without programming experience to easily specify parameters and run individual tools as well as larger workflows. It also captures run information so that any user can repeat and understand a complete computational analysis.
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C/C++ Learning Resources
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viii. Linear Regression
- C - purpose, high-level language that was originally developed by Dennis M. Ritchie to develop the UNIX operating system at Bell Labs. It supports structured programming, lexical variable scope, and recursion, with a static type system. C also provides constructs that map efficiently to typical machine instructions, which makes it one was of the most widely used programming languages today.
- Embedded C - committee) to address issues that exist between C extensions for different [embedded systems](https://en.wikipedia.org/wiki/Embedded_system). The extensions hep enhance microprocessor features such as fixed-point arithmetic, multiple distinct memory banks, and basic I/O operations. This makes Embedded C the most popular embedded software language in the world.
- C & C++ Developer Tools from JetBrains
- Open source C++ libraries on cppreference.com
- C++ Graphics libraries
- C++ Libraries in MATLAB
- Google C++ Style Guide
- Introduction C++ Education course on Google Developers
- C++ style guide for Fuchsia
- Chromium C++ Style Guide
- C++ Core Guidelines
- C++ Style Guide for ROS
- Learn C++
- Learn C : An Interactive C Tutorial
- C++ Online Training Courses on LinkedIn Learning
- C++ Tutorials on W3Schools
- Learn C Programming Online Courses on edX
- Learn C++ with Online Courses on edX
- Learn C++ on Codecademy
- Coding for Everyone: C and C++ course on Coursera
- C++ For C Programmers on Coursera
- C++ Online Courses on Udemy
- Top C Courses on Udemy
- Basics of Embedded C Programming for Beginners on Udemy
- C++ For Programmers Course on Udacity
- C++ Fundamentals Course on Pluralsight
- C++ - platform language that can be used to build high-performance applications developed by Bjarne Stroustrup, as an extension to the C language.
- C++ Tools and Libraries Articles
- C++ Style Guide for ROS
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C/C++ Tools and Frameworks
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viii. Linear Regression
- AWS SDK for C++
- Visual Studio - rich application that can be used for many aspects of software development. Visual Studio makes it easy to edit, debug, build, and publish your app. By using Microsoft software development platforms such as Windows API, Windows Forms, Windows Presentation Foundation, and Windows Store.
- Visual Studio Code
- ReSharper C++
- AppCode - fixes to resolve them automatically. AppCode provides lots of code inspections for Objective-C, Swift, C/C++, and a number of code inspections for other supported languages. All code inspections are run on the fly.
- CLion - platform IDE for C and C++ developers developed by JetBrains.
- Code::Blocks
- Conan
- High Performance Computing (HPC) SDK
- Boost - edge C++. Boost has been a participant in the annual Google Summer of Code since 2007, in which students develop their skills by working on Boost Library development.
- Automake
- Cmake - source, cross-platform family of tools designed to build, test and package software. CMake is used to control the software compilation process using simple platform and compiler independent configuration files, and generate native makefiles and workspaces that can be used in the compiler environment of your choice.
- GDB
- GCC - C, Fortran, Ada, Go, and D, as well as libraries for these languages.
- GSL - squares fitting. There are over 1000 functions in total with an extensive test suite.
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Categories
Robotics Tools and Frameworks
119
Autodesk Tools and Frameworks
77
Bioinformatics Tools, Libraries, and Frameworks
50
C/C++ Tools and Frameworks
32
C/C++ Learning Resources
29
ML Frameworks, Libraries, and Tools
25
Python Frameworks, Libraries, and Tools
23
Photogrammetry Tools, Libraries, and Frameworks
22
Julia Tools, Libraries and Frameworks
21
NLP Learning Resources
20
Computer Vision Tools, Libraries, and Frameworks
19
CUDA Tools Libraries, and Frameworks
18
Computer Vision Learning Resources
16
MATLAB Tools, Libraries, Frameworks
16
Autodesk Learning Resources
16
Learning Resources for ML
15
Robotics Learning Resources
15
LiDAR Tools & Frameworks
15
MATLAB Learning Resources
14
R Tools, Libraries, and Frameworks
13
Bioinformatics Learning Resources
13
LiDAR Learning Resources
12
Python Learning Resources
12
R Learning Resources
11
Photogrammetry Learning Resources
10
Julia Learning Resources
10
CUDA Learning Resources
6
NLP Tools, Libraries, and Frameworks
6
Robotic Arms & Dev Kits
3
License
1
Sub Categories
viii. Linear Regression
207
vi. Determinants
2
v. Fundamental vector spaces
2
i. Basis
2
i. Using row operations
2
iv. Linear transformations
2
iii. Matrix-vector product
2
i. Vector operations
2
i. Solving systems of equations
2
ii. Systems of equations as matrix equations
2
ii. Matrix operations
2
iii. Dimension and Basis for Vector Spaces
1
iii. Transpose of a Matrix
1
iv. Row space, columns space, and rank of a matrix
1
vii. Eigenvalues and eigenvectors
1
ii. Matrix representations of linear transformations
1
ii. Using elementary matrices
1
Keywords
python
14
deep-learning
9
machine-learning
9
cpp
8
cuda
8
ros
6
gpu
6
nlp
6
natural-language-processing
5
nvidia
4
julia
4
azure
4
ai
4
data-science
4
artificial-intelligence
4
pytorch
4
neural-network
4
computer-vision
4
cpp14
3
named-entity-recognition
3
cxx14
3
c
3
tensorflow
3
cpp11
3
neural-networks
3
deep-reinforcement-learning
3
matlab
3
structure-from-motion
2
visualization
2
photogrammetry
2
docker
2
robotics
2
iot
2
statistics
2
data-visualization
2
algorithms
2
self-driving-car
2
tensor
2
cpp17
2
cpp20
2
cxx
2
cxx11
2
cxx17
2
cxx20
2
gpu-computing
2
nvidia-hpc-sdk
2
research
2
ros2
2
cli
2
visual-studio
2