TensorFlow
Introduction
Setup
Beginner
Machine Learning
An introduction to TensorFlow 2.20.0, covering what it is, its benefits, use cases, a brief history, and step-by-step instructions for setting up your …
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Core Concepts
Tensors
Operations
Graphs
Beginner
A detailed explanation of TensorFlow's fundamental building blocks: Tensors as multi-dimensional arrays, common operations to manipulate them, and the …
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Keras
Neural Networks
Beginner
Model Building
Machine Learning
Learn to build and train your first neural network using the high-level Keras API in TensorFlow 2.20.0, covering sequential and functional models, …
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Data
tf.data
Preprocessing
Input Pipeline
Intermediate
Master the `tf.data` API for building efficient and scalable input pipelines in TensorFlow 2.20.0, covering dataset creation, transformations, …
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Intermediate
Training
Callbacks
tf.GradientTape
Customization
Explore intermediate TensorFlow 2.20.0 concepts, including building custom training loops with `tf.GradientTape` for fine-grained control and …
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Advanced
Distribution
TensorFlow Lite
Deployment
Optimization
Delve into advanced TensorFlow 2.20.0 topics: scaling model training with Distribution Strategies across multiple GPUs/TPUs and deploying models …
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Projects
CNN
Image Classification
Deep Learning
Guided Project
A step-by-step guided project to build, train, and evaluate a Convolutional Neural Network (CNN) for image classification using TensorFlow 2.20.0 and …
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Projects
LSTM
Text Generation
NLP
Deep Learning
A step-by-step guided project to build a text generation model using Long Short-Term Memory (LSTM) networks in TensorFlow 2.20.0, covering text …
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Resources
Learning
Community
Advanced Learning
A curated list of recommended online courses, official documentation, blogs, YouTube channels, and community forums for continued learning and …
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Machine Learning
Deep Learning
AI
Programming
A comprehensive guide to learning TensorFlow 2.20.0, from fundamental concepts to advanced applications, with practical examples and guided projects …
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