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#Tensors

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NPTEL

Practical Machine Learning with Tensorflow

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Learn essential machine learning concepts and apply them using TensorFlow, covering key topics from basic principles to deep learning and data visualization.
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10 Lesons
4 hours 30 minutes
On-Demand
Free-Video
University of Houston-Clear Lake

Tensors

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Explore tensors, spinners, contractions, direct products, and duality in this comprehensive physics lecture series.
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6 Lesons
2 hours 8 minutes
On-Demand
Free-Video

Pytorch Tutorial

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Learn PyTorch fundamentals, from installation to advanced applications. Master tensors, backpropagation, and deep learning techniques for real-world data science projects.
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6 Lesons
3 hours 30 minutes
On-Demand
Free-Video

Learn TensorFlow and Deep Learning Fundamentals with Python - Code-First Introduction Part 1-2

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Comprehensive introduction to TensorFlow and deep learning fundamentals, covering tensor operations, neural network regression, and classification. Hands-on coding examples and practical insights for building and improving models.
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69 Lesons
10 hours 15 minutes
On-Demand
Free-Video
Institute for Advanced Study

On Chen’s Recent Breakthrough on the Kannan-Lovasz-Simonovits Conjecture and Bourgain's Slicing Problem - Part III

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Explore Chen's breakthrough on the KLS conjecture and Bourgain's slicing problem, covering key mathematical concepts, historical context, and implications for discrete mathematics and computer science.
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20 Lesons
1 hour 53 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Análise em Variedades - Aula 17

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Aprofunde-se em análise em variedades, explorando tópicos avançados como variedades diferenciáveis, fibrados, formas diferenciais e o Teorema de Stokes. Desenvolva habilidades essenciais para pesquisa matemática.
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1 Lesons
1 hour 27 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Análise em Variedades - Aula 19

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Explore conceitos avançados de análise em variedades, incluindo formas diferenciais, teorema de Stokes, cohomologia de De Rham e aplicações em geometria diferencial.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video

TensorFlow js en Espaol

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Aprende inteligencia artificial con TensorFlow.js: crea aplicaciones web que reconocen imágenes, sin instalaciones ni configuraciones complejas. Ideal para principiantes en IA y desarrollo web.
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9 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Análise em Variedades - Aula 01

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Explore conceitos avançados de análise em variedades, incluindo variedades diferenciáveis, fibrados, formas diferenciais e teoremas fundamentais. Aprofunde-se na matemática de alto nível.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Vergleichsstellensätze for Ordered Semirings - Part II

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Entdecken Sie fortgeschrittene mathematische Konzepte wie Vergleichsstellensätze für geordnete Halbringe und deren Anwendungen in der Quanteninformationstheorie und Tensoranalyse.
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8 Lesons
54 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Vergleichsstellensätze for Ordered Semirings - Part I

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Entdecken Sie fortgeschrittene mathematische Konzepte zu geordneten Halbringen und deren Anwendungen in der Quanteninformationstheorie, Darstellungstheorie und Matrixmajorisation.
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12 Lesons
58 minutes
On-Demand
Free-Video
CIMPA UCR

Un Enfoque Alternativo para la Aproximación Pseudoinversa Tensorial y su Aplicación en el Procesamiento de Imágenes

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Explora un enfoque alternativo para la aproximación pseudoinversa tensorial y su aplicación en el procesamiento de imágenes.
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1 Lesons
35 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Análise em Variedades - Aula 15

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Aprofunde-se em análise em variedades, explorando tópicos avançados como fibrados, formas diferenciais e cohomologia de De Rham. Desenvolva habilidades essenciais para pesquisa em geometria diferencial e topologia.
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1 Lesons
1 hour 25 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Introduction to the Geometry of Tensors

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Explore the geometric perspective of tensors, their applications, and how this viewpoint enhances understanding in various fields. Gentle introduction suitable for beginners.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Michael Penn

What Is a Tensor Anyway? - From a Mathematician

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Explore tensors from a mathematician's perspective, delving into their definition, properties, and applications in various mathematical fields.
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1 Lesons
27 minutes
On-Demand
Free-Video
ICTP Mathematics

Differential Geometry - Lecture 10

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Explore advanced concepts in differential geometry, focusing on complex mathematical theories and their applications in modern geometry and physics.
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1 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Centrum Fizyki Teoretycznej PAN

Manifolds, Coordinates and Tensors - Lecture 5

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Explore manifolds, coordinates, and tensors in this graduate-level physics lecture, covering key concepts and transformations for advanced theoretical understanding.
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5 Lesons
1 hour 48 minutes
On-Demand
Free-Video
Centrum Fizyki Teoretycznej PAN

Hyperbolic versus Elliptic Equations and Electromagnetic Field as 4D-Differential Two-Form - Lecture 9

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Explore hyperbolic and elliptic equations, differential geometric notation, and electromagnetic fields as 4D-differential two-forms in this advanced theoretical physics lecture.
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1 Lesons
1 hour 41 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

On the Subrank of Generic Tensors

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Explorez les limites supérieures et inférieures du sous-rang des applications bilinéaires et tenseurs d'ordre supérieur génériques. Découvrez les mesures des multiplications indépendantes réductibles.
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1 Lesons
53 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Análise em Variedades - Aula 20

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Explore conceitos avançados de análise em variedades, incluindo formas diferenciais, teorema de Stokes, cohomologia de De Rham e aplicações em geometria diferencial.
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1 Lesons
1 hour 25 minutes
On-Demand
Free-Video
Venelin Valkov

Build Your First Model with PyTorch and Python - PyTorch Tutorial for Beginners

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Learn to implement a Simple Linear Regression model using PyTorch, covering data exploration, model creation, tensor conversion, training, and prediction analysis in this beginner-friendly tutorial.
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9 Lesons
25 minutes
On-Demand
Free-Video
Venelin Valkov

Mastering PyTorch Tensors- The Ultimate Guide for Beginners

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Comprehensive guide to PyTorch tensors: creation, types, operations, indexing, reshaping, and data handling. Essential for beginners in machine learning and deep learning projects.
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8 Lesons
39 minutes
On-Demand
Free-Video
Simons Institute

Efficient Distributed Deep Learning Using MXNet

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Explore distributed deep learning with MXNet, covering practical challenges, deployment strategies, and advanced techniques for efficient large-scale machine learning implementations.
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13 Lesons
45 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

Introduction to PyTorch

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Learn to create, visualize, and optimize a neural network using PyTorch in this step-by-step tutorial, covering network creation, output graphing, and parameter optimization through backpropagation.
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5 Lesons
23 minutes
On-Demand
Free-Video
Prodramp

Everything You Need to Know About Tensors in Deep Learning With PyTorch

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Comprehensive guide to PyTorch tensors: creation, operations, data types, and GPU usage. Hands-on examples cover essential concepts for deep learning beginners.
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36 Lesons
52 minutes
On-Demand
Free-Video
Venelin Valkov

Build a Neural Network for Classification from Scratch with PyTorch

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Learn to build a neural network for classification using PyTorch, covering data preparation, network structure, and implementation. Gain hands-on experience in deep learning fundamentals.
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9 Lesons
40 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

David Gross: Stabilizer Formalism & Quantum Error Correction Through the Lens of Tensors

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Explore advanced quantum error correction techniques, focusing on the stabilizer formalism and its applications in quantum fault tolerance, using tensor-based approaches and group theory.
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10 Lesons
56 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Tensors in Statistics and Data Analysis

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Explore tensors in statistics and data analysis, covering probability tensors, biological measurements, and signature tensors for time-series data. Learn about decompositions and algebraic properties in this comprehensive overview.
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12 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Samuel Chan

Introduction to Tensors - PyTorch with GPU Series Part 2

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Explore tensor initialization, GPU usage, operations, memory sharing, and profiling in PyTorch for efficient deep learning model development.
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6 Lesons
29 minutes
On-Demand
Free-Video
ICTP Mathematics

The Geometry of Tensors - Carolina Araujo

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Explore tensor decomposition, its applications, and geometric interpretation. Learn about recent developments in determining tensor ranks and their significance in various fields.
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1 Lesons
46 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Introduction to the Geometry of Tensors

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Explore tensor geometry and its applications in physical and data sciences through a gentle introduction, emphasizing how geometric perspectives advance practical implementations.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Stabilizer Formalism & Quantum Error Correction Through the Lens of Tensors - Part 1

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Explore stabilizer formalism and quantum error correction using tensor methods. Learn about many-body systems, error correction challenges, and connections to finite symplectic geometries.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Introduction to Geometric Complexity Theory by Christian Ikenmeyer

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Explore geometric complexity theory, a cutting-edge approach to solving fundamental problems in computational complexity and algebraic geometry.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Derek Banas

Machine Learning Tutorial for Beginners

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Comprehensive TensorFlow tutorial covering data handling, neural networks, and model building. Learn to clean, analyze, and process data for machine learning applications.
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1 Lesons
2 hours 3 minutes
On-Demand
Free-Video
Venelin Valkov

Real-World PyTorch: From Zero to Hero in Deep Learning and LLMs - Tensors, Operations, Model Training

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Comprehensive PyTorch tutorial covering tensors, operations, GPU usage, datasets, neural networks, and model training. Hands-on examples for mastering deep learning and LLMs.
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11 Lesons
1 hour 8 minutes
On-Demand
Free-Video
APS Physics

Opportunities for Infusing Physics into AI - ML Algorithms

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Explore the fusion of physics and AI algorithms, covering neural programming, hierarchies, equations, and applications in autonomous systems and technology.
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27 Lesons
36 minutes
On-Demand
Free-Video
Joint Mathematics Meetings

Tensor Decomposition - A Mathematical Tool for Data Analysis

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Explore tensor decomposition as a powerful mathematical tool for analyzing complex data structures, with applications in neuroscience, gas detection, and communication patterns.
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19 Lesons
47 minutes
On-Demand
Free-Video
EuroPython Conference

An Introduction to PyTorch & Autograd

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Explore PyTorch's dynamic computation graphs and Autograd package for efficient deep learning, with practical examples and insights into GPU processing and algorithmic differentiation.
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11 Lesons
32 minutes
On-Demand
Free-Video
Scala Days Conferences

Differentiable Functional Programming

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Explore differentiable functional programming, covering supervised learning, gradient descent, and deep learning concepts. Learn about tensor operations, algorithmic differentiation, and Scala's potential in next-gen deep learning systems.
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28 Lesons
39 minutes
On-Demand
Free-Video
JSConf

Machine Learning in the Browser

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Explore client-side machine learning and neural networks in JavaScript, focusing on implementation techniques and practical applications for browser-based AI.
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14 Lesons
36 minutes
On-Demand
Free-Video
NDC Conferences

Deep Learning with CNTK and F#

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Explore deep learning with CNTK and F# in .NET, covering neural networks, model training, and practical applications in computer vision and language processing.
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33 Lesons
57 minutes
On-Demand
Free-Video
NDC Conferences

Deep Learning with CNTK and F#

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Explore deep learning with CNTK and F#, covering neural networks, model training, and practical applications in .NET. Learn core concepts and see live demonstrations using real-world datasets.
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21 Lesons
55 minutes
On-Demand
Free-Video
TensorFlow

TensorFlow from the Ground Up - ML Tech Talks

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Explore TensorFlow fundamentals: tensors, variables, gradients, modules, training loops, and tf.function. Ideal for those with ML basics seeking a deeper understanding of TensorFlow's core concepts.
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8 Lesons
30 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Tensors and Entanglement - Asymptotic Entanglement Transformations - Lecture 1

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Explorez les transformations asymptotiques d'états quantiques intriqués et leurs caractérisations mathématiques à travers les tenseurs et les opérations locales avec communication classique.
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13 Lesons
51 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Elements of General Relativity - Lecture 2

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Explore advanced concepts in general relativity, focusing on geometry beyond Riemann and examining curvature and rigidity in spacetime.
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1 Lesons
55 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Elements of General Relativity - Lecture 3

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Explore advanced concepts in general relativity, focusing on geometry beyond Riemann and examining curvature and rigidity in spacetime.
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1 Lesons
50 minutes
On-Demand
Free-Video
ICTP-SAIFR

Elements of General Relativity and AdS Space

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Explore general relativity and Anti-de Sitter space fundamentals in this introductory minicourse on AdS-CFT, presented by Horatiu Nastase at ICTP-SAIFR.
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1 Lesons
1 hour 45 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Análise em Variedades - Aula 22

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Explore conceitos avançados de análise em variedades, incluindo formas diferenciais, teorema de Stokes, cohomologia de De Rham e aplicações em geometria diferencial.
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1 Lesons
1 hour 24 minutes
On-Demand
Free-Video
Instituto de Matemática Pura e Aplicada

Análise em Variedades - Aula 21

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Explore conceitos avançados de análise em variedades, incluindo fibrados tangentes, formas diferenciais e o Teorema de Stokes, com aplicações práticas em geometria diferencial.
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1 Lesons
1 hour 31 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Generalizations of Matrix Multiplication for Solving the Light Bulb Problem

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Explore a novel approach to solving the Light Bulb Problem using tensor-based algorithms, potentially outperforming traditional matrix multiplication methods for faster data analysis and pattern recognition.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Centrum Fizyki Teoretycznej PAN

Tensors versus Tensor Densities and Stokes Theorem - Lecture 12

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Explore tensors, tensor densities, and Stokes theorem in electrodynamics and relativity. Gain insights into advanced theoretical physics concepts.
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1 Lesons
1 hour 36 minutes
On-Demand
Free-Video
GERAD Research Center

PyTorch Tutorial for Deep Learning

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Explore PyTorch for deep learning: implement neural networks, leverage GPU acceleration, and train convolutional models for digit recognition using efficient coding practices.
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1 Lesons
2 hours
On-Demand
Free-Video
Institute for Advanced Study

Tensors of Minimal Border Rank and Their Role in Matrix Multiplication Complexity

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Delve into advanced algebraic geometry concepts exploring minimal border rank tensors and their crucial role in matrix multiplication complexity theory and computational mathematics.
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1 Lesons
52 minutes
On-Demand
Free-Video