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Deep Learning with TensorFlow: Build Neural Networks · LearnSpace
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Deep Learning with TensorFlow: Build Neural Networks

Курс от EDUCBA
Уровень не указан≈ 6.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Build a practical foundation in deep learning and learn to create neural network models with TensorFlow. This course guides you from perceptrons and core neural network principles to model initialization, multiclass classification, convolutional neural networks, and real-world image processing. Through step-by-step implementations, you will construct and train TensorFlow models, apply convolutional techniques, and develop image classification workflows using datasets such as dogs versus cats. You will also learn to use data generators, adapt pre-trained models, and fine-tune transfer learning strategies to improve accuracy on new datasets. Designed for learners who want to connect deep learning theory with practical application, the course explains not only how to implement each model but also the reasoning behind key development decisions. Its combination of conceptual clarity and hands-on TensorFlow practice will prepare you to design, train, and apply robust neural networks to specialized tasks. Enroll to strengthen your ability to build scalable deep learning solutions for AI projects and career development.

Навыки, которые вы освоите

TensorflowDeep LearningFine-tuningTransfer LearningConvolutional Neural NetworksImage AnalysisComputer VisionNetwork ArchitectureData PreprocessingClassification AlgorithmsDesignData ProcessingModel OptimizationModel TrainingArtificial Neural Networks

Программа курса

2 модулей · 24 учебных материалов

01Foundations of Deep Learning13 материалов

The Neural Network Blueprint

Overview of DLUTВидеоScenario of PerceptronВидеоCreating Neural Network Using TensorFlowВидеоPerform Multiclass ClassificationВидео

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EDUCBA

Преподаватель курса

Deep Learning with TensorFlow: Build Neural Networks
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Обучение на Coursera

≈ 6.3 ч

2 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Венгерский

Часть программы вашего университета
The Neural Network BlueprintЗадание

Building and Training Your First Models

Initializing the ModelВидеоInitializing the Model ContinuedВидеоImage Processing Using CNNВидеоConvolution IntuitionВидеоBuilding and Training Your First ModelsЗаданиеDesigning and Training Your First Neural Network with TensorFlowDIALOGUEFoundations of Deep Learning – Graded QuizЗаданиеDesigning Your First Neural Network for Multiclass ClassificationDIALOGUE
02Advanced Deep Learning Applications11 материалов

From Photos to Predictions

Classifying the Photos of Dogs and CatsВидеоDeep Learning Neural Networks and its LayersВидеоListing DirectoriesВидеоImport Image Data GeneratorВидеоFrom Photos to PredictionsЗадание

Power of Transfer Learning

Advance Concept of Transfer Learning Part 1ВидеоAdvance Concept of Transfer Learning Part 2ВидеоAdvance Concept of Transfer Learning Part 3ВидеоPower of Transfer LearningЗаданиеAdvanced Deep Learning Applications – Graded QuizЗаданиеBuilding and Optimizing a Deep Learning Model for Image ClassificationDIALOGUE