Articoli correlati a See Like a Machine: Computer Vision Mastery with PyTorch:...
See Like a Machine: Computer Vision Mastery with PyTorch: Detection, Segmentation, and Real-Time Inference - Brossura
Sinossi
Detection, segmentation, and real time inference for modern AI systems
Machines do not just see.
They interpret.
From self driving cars to medical imaging and intelligent surveillance, computer vision powers systems that understand the visual world at scale.
“See Like a Machine” is a practical, hands on guide to mastering computer vision using PyTorch and Python.
This book takes you from foundational concepts to building high performance, real time vision systems used in modern AI applications.
Why computer vision is essential today
Visual data is everywhere.
To unlock its value, systems must be able to:
- detect objects in images and video
- segment scenes at the pixel level
- track movement over time
- interpret spatial relationships
- run efficiently in real time
This book shows you how to build these capabilities from the ground up.
What you will learn
- fundamentals of computer vision and deep learning
- working with tensors and image data in PyTorch
- building object detection models
- semantic and instance segmentation techniques
- convolutional neural networks for vision tasks
- training and optimizing models
- real time inference pipelines
- performance tuning and GPU acceleration
- evaluating and improving model accuracy
- deploying vision systems in real applications
From images to intelligent systems
Throughout the book, you will learn how to:
- process and prepare visual datasets
- train detection and segmentation models
- implement real time vision systems
- optimize models for speed and accuracy
- integrate vision into larger AI pipelines
- deploy models in production environments
Each chapter focuses on practical implementation.
Practical applications
- object detection in video streams
- autonomous vehicle perception
- medical image analysis
- security and surveillance systems
- industrial inspection
- augmented reality systems
These examples reflect real world use cases.
Who this book is for
- machine learning engineers
- data scientists
- AI developers
- computer vision enthusiasts
- Python programmers entering AI
If you want to master computer vision and build systems that can truly understand visual data, this book provides the roadmap.
See with data.
Understand with models.
Build intelligent vision systems.
Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.
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See Like a Machine: Computer Vision Mastery with PyTorch: Detection, Segmentation, and Real-Time Inference
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Paperback. Condizione: new. Paperback. Detection, segmentation, and real time inference for modern AI systemsMachines do not just see.They interpret.From self driving cars to medical imaging and intelligent surveillance, computer vision powers systems that understand the visual world at scale."See Like a Machine" is a practical, hands on guide to mastering computer vision using PyTorch and Python.This book takes you from foundational concepts to building high performance, real time vision systems used in modern AI applications.Why computer vision is essential todayVisual data is everywhere.To unlock its value, systems must be able to: detect objects in images and videosegment scenes at the pixel leveltrack movement over timeinterpret spatial relationshipsrun efficiently in real timeThis book shows you how to build these capabilities from the ground up.What you will learnfundamentals of computer vision and deep learningworking with tensors and image data in PyTorchbuilding object detection modelssemantic and instance segmentation techniquesconvolutional neural networks for vision taskstraining and optimizing modelsreal time inference pipelinesperformance tuning and GPU accelerationevaluating and improving model accuracydeploying vision systems in real applicationsFrom images to intelligent systemsThroughout the book, you will learn how to: process and prepare visual datasetstrain detection and segmentation modelsimplement real time vision systemsoptimize models for speed and accuracyintegrate vision into larger AI pipelinesdeploy models in production environmentsEach chapter focuses on practical implementation.Practical applicationsobject detection in video streamsautonomous vehicle perceptionmedical image analysissecurity and surveillance systemsindustrial inspectionaugmented reality systemsThese examples reflect real world use cases.Who this book is formachine learning engineersdata scientistsAI developerscomputer vision enthusiastsPython programmers entering AIIf you want to master computer vision and build systems that can truly understand visual data, this book provides the roadmap.See with data.Understand with models.Build intelligent vision systems. This item is printed on demand. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Codice articolo 9798257900730
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See Like a Machine (Paperback)
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Paperback. Condizione: new. Paperback. Detection, segmentation, and real time inference for modern AI systemsMachines do not just see.They interpret.From self driving cars to medical imaging and intelligent surveillance, computer vision powers systems that understand the visual world at scale."See Like a Machine" is a practical, hands on guide to mastering computer vision using PyTorch and Python.This book takes you from foundational concepts to building high performance, real time vision systems used in modern AI applications.Why computer vision is essential todayVisual data is everywhere.To unlock its value, systems must be able to: detect objects in images and videosegment scenes at the pixel leveltrack movement over timeinterpret spatial relationshipsrun efficiently in real timeThis book shows you how to build these capabilities from the ground up.What you will learnfundamentals of computer vision and deep learningworking with tensors and image data in PyTorchbuilding object detection modelssemantic and instance segmentation techniquesconvolutional neural networks for vision taskstraining and optimizing modelsreal time inference pipelinesperformance tuning and GPU accelerationevaluating and improving model accuracydeploying vision systems in real applicationsFrom images to intelligent systemsThroughout the book, you will learn how to: process and prepare visual datasetstrain detection and segmentation modelsimplement real time vision systemsoptimize models for speed and accuracyintegrate vision into larger AI pipelinesdeploy models in production environmentsEach chapter focuses on practical implementation.Practical applicationsobject detection in video streamsautonomous vehicle perceptionmedical image analysissecurity and surveillance systemsindustrial inspectionaugmented reality systemsThese examples reflect real world use cases.Who this book is formachine learning engineersdata scientistsAI developerscomputer vision enthusiastsPython programmers entering AIIf you want to master computer vision and build systems that can truly understand visual data, this book provides the roadmap.See with data.Understand with models.Build intelligent vision systems. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Codice articolo 9798257900730
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