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TensorFlow

TensorFlow

Design, train, and deploy machine learning models across any platform.

34 Concepts AI & Machine Learning 📖 Story-Based

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TensorFlow Fundamentals

TensorFlow Foundations

Tensor Basics

Tensor Operations

Advanced Tensors

Computation and Graphs

TensorFlow Operations

Gradients and Differentiation

Graphs and Performance

Data Pipelines

Data Pipeline Fundamentals

Data Sources and Formats

Audio Processing

Building Neural Networks

Neural Network Building Blocks

Loss and Optimization

Building Models

Training and Evaluation

Model Training

Model Evaluation

Regularization Techniques

Visualization and Tuning

Computer Vision

Image Preprocessing

Convolution Operations

Pooling and CNN Architecture

Advanced Computer Vision

Sequence Models and NLP

Text Processing

Recurrent Neural Networks

Sequence Applications

Attention Mechanisms

Transformers

Scaling and Production

Model Persistence

Distributed Training

Hardware Optimization

Server Deployment

Mobile Deployment

Advanced Topics

Generative and Creative AI

Interpretability and Debugging

Specialized Topics