Tensors Courses and Certifications

Tensors

Explore tensors, spinners, contractions, direct products, and duality in this comprehensive physics lecture series.

• YouTube
• 2 hours 8 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Introduction to the Geometry of Tensors

Explore tensor geometry and its applications in physical and data sciences through a gentle introduction, emphasizing how geometric perspectives advance practical implementations.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Introduction to the Geometry of Tensors

Explore the geometric perspective of tensors, their applications, and how this viewpoint enhances understanding in various fields. Gentle introduction suitable for beginners.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Introduction to Geometric Complexity Theory by Christian Ikenmeyer

Explore geometric complexity theory, a cutting-edge approach to solving fundamental problems in computational complexity and algebraic geometry.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

ICTP Mathematics

The Geometry of Tensors - Carolina Araujo

Explore tensor decomposition, its applications, and geometric interpretation. Learn about recent developments in determining tensor ranks and their significance in various fields.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Tensors in Statistics and Data Analysis

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.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

Centre de recherches mathématiques - CRM

Generalizations of Matrix Multiplication for Solving the Light Bulb Problem

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.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Introduction to TensorFlow Basics

Master TensorFlow fundamentals through hands-on practice with tensors, neural networks, and data processing. Build practical skills in tensor operations, shape manipulation, and creating basic neural network architectures.

• CodeSignal
• On-Demand
• Free Certificate

Introduction to PyTorch Tensors

Master PyTorch tensors through hands-on practice, from basic operations to advanced manipulations. Build a strong foundation in tensor operations, reshaping, and neural network processing for deep learning applications.

• CodeSignal
• On-Demand
• Free Certificate

Microcredential

Comprehensive Introduction to Tensorflow

Master TensorFlow fundamentals through hands-on practice, from basic tensor operations to advanced neural networks, model optimization, and deployment techniques for building efficient deep learning solutions.

• CodeSignal
• On-Demand
• Free Certificate
• 4 courses

Symmetry, Structure, and Tensor Properties of Materials

Explore symmetry theory, lattices, and crystal properties. Learn tensor representation, anisotropy, and applications in piezoelectricity and elasticity. Gain insights into crystalline structures and their physical characteristics.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Mathematical Foundations of Machine Learning

6625 ratings at Udemy

Essential Linear Algebra and Calculus Hands-On in NumPy, TensorFlow, and PyTorch

• Udemy
• 16 hours 27 minutes
• On-Demand
• Paid Course

Introduction to Neural Networks and PyTorch

1728 ratings at Coursera

Learn to build and train deep neural networks using PyTorch, covering tensors, linear regression, logistic regression, CNNs, and transfer learning for practical AI applications.

• Coursera
• 17 hours 6 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to Deep Learning with PyTorch

35 ratings at DataCamp

Learn how to build your first neural network, adjust hyperparameters, and tackle classification and regression problems in PyTorch.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Packt Microcredential

PyTorch Ultimate 2024 - From Basics to Cutting-Edge

Master PyTorch from basics to advanced techniques. Build neural networks, explore CNNs, RNNs, GANs, and apply AI to real-world problems. Ideal for tech professionals and data scientists seeking cutting-edge skills.

• Coursera
• On-Demand
• Paid Course