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 …
ACCESS >>Transformers.js
Advanced
WebGPU
Quantization
Custom Models
Performance
AI
Delve into advanced Transformers.js topics including performance optimization with WebGPU, understanding model quantization, and integrating custom or …
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Audio Processing
AI
Speech Recognition
Text-to-Speech
JavaScript
Learn to integrate automatic speech recognition (ASR) and text-to-speech (TTS) capabilities into your web applications using Transformers.js for …
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Learning Resources
Community
Next Steps
AI
Web Development
A curated list of recommended resources, official documentation, communities, and next steps to continue your learning journey with Transformers.js …
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Core Concepts
Pipelines
Models
AI
JavaScript
Explore the core concepts of Transformers.js: the `pipeline` API for common tasks and how to load and utilize various pre-trained models from the …
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Introduction
Setup
WebML
JavaScript
An introduction to Transformers.js, covering its purpose, benefits for web development, and step-by-step instructions for setting up your development …
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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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Machine Learning
JavaScript
Web Development
AI
Hugging Face
A comprehensive, beginner-friendly guide to Transformers.js, enabling state-of-the-art machine learning directly in web browsers. Learn from …
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Project
Sentiment Analysis
NLP
Web App
A guided, step-by-step project to build a real-time sentiment analysis web application entirely in the browser using Transformers.js.
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Project
Image Captioning
Computer Vision
Multimodal AI
Web App
Build an interactive web application that automatically generates descriptive captions for uploaded images using a multimodal Transformers.js model, …
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Computer Vision
AI
JavaScript
WebML
Discover how to perform Computer Vision tasks like image classification, object detection, and image feature extraction directly in the browser using …
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NLP
Text Processing
AI
JavaScript
Explore Natural Language Processing (NLP) tasks with Transformers.js, including sentiment analysis, text generation, summarization, and named entity …
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Python
Scikit-learn
AI
Data Science
A comprehensive guide to traditional Machine Learning concepts and practical application with Scikit-learn, from basic regression and classification …
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