TensorFlow Courses

Natural Language Processing (NLP) Zero to Hero

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Natural Language Processing using TensorFlow. Part 1: Tokenization. Part 2: Sequencing. Part 3: Training a model to recognize sentiment in text. Part 4: ML with Recurrent Neural Networks. Part 5: Training an AI to create poetry. Part 6: Learning to write…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Building recommendation systems with TensorFlow

Recommendation systems overview (Building recommendation systems with TensorFlow) Content-based filtering & collaborative filtering ( building recommendation systems for Tensorflow) Building a ranking model with TF Recommenders (BuildingRecommendatio…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Coding TensorFlow

Recommendation systems overview (Building recommendation systems with TensorFlow).Content-based filtering & collaborative filtering ( building recommendation systems. Natural Language Processing - Tokenization (NLP Zero to Hero - Part 1).Sequencing -…

• YouTube
• 5 hours worth of material
• On-Demand
• Free Online Course

Inside TensorFlow

Inside TensorFlow: New TF Lite Converter.Inside TenseFlow: Quantization aware training. inside Tensorflow: Parameter server training. Inside Tensor Flow: MLIR for TF developers. inside TF-Agents. inside tensorflow.data - TF Input Pipeline.

• YouTube
• 17 hours worth of material
• On-Demand
• Free Online Course

TensorFlow Extended (TFX)

In this course, you will learn about TensorFlow Extended (TFX). You will learn about ML engineering for production ML deployments with TFX, how TFX pipelines work, why we need metadata, distributed processing and components, model understanding and busin…

• YouTube
• 10 hours worth of material
• On-Demand
• Free Online Course

Using Machine Learning and AI to serve people and communities

Syllabus: Intro Problems with facial recognition Building cyborgs My favorite talk Google Glass Hacking Medical Devices Making Tech Hiring Fair Predicting Career Success Bias Big Social Network Purpose Why Postpartum Depression Building a better person

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

TensorFlow Lite in Android with Google Play services

Syllabus: Introduction What is TensorFlow Lite Benefits Early Access Program Sample App Dependencies Classes Initialization Interpreter API Dependency move model to GPU performance languages support Java support API delegate Optimization Language support

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Generative Adversarial Networks (GANs) and Stable Diffusion

Syllabus: Introduction What are GANs Generator vs Discriminator Neural Networks Deep convolutional Gans Convolutional computation Tensorflow Keras Transposed Convolution Training Loop Generator Loss Code Walkthrough Stable Diffusion Stable Diffusion with…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Introduction to Machine Learning

Syllabus: Introduction Collab Welcome Agenda What is Machine Learning The Data Set Decision Trees Data Labels Training vs Testing Data Good News Training Evaluation Visualizations Tree Accuracy Different Models Free Resources Questions Common Steps Simpl…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Transfer learning in JavaScript with TensorFlow.js

Syllabus: Intro What is TensorFlow.js? Open step 2 of codelab Transfer Learning Open step 3 of codelab TensorFlow Hub - base models Open step 4 of codelab Get set up to code Open step 5 of codelab HTML Boilerplate Open step 6 of codelab Add CSS styles Op…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Keras Preprocessing Layers

Syllabus: - Introduction - Identifying the problem - What are Keras preprocessing layers - Preprocessing layers that are offered - Transforming inputs from strings to a numeric input - Building a simple model - Adding a new feature - Better per…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Best practices for ML product decisions (ML Tech Talks)

Syllabus: - Introduction - User needs & defining success - Mental models - Explainability & trust - Summary and next steps

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Federated learning: Basics and application to the mobile keyboard (ML Tech Talks)

Syllabus: - Introduction - Intro to federated learning - Mobile keyboards - Making federated learning work in practice - Applying federated learning to mobile keyboards - Where to learn more

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Transfer learning and Transformer models (ML Tech Talks)

Syllabus: - Intro - Encoding text - Language modeling & transformers - Transfer learning & BERT - Conclusion

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Introduction to Explainable AI (ML Tech Talks)

Syllabus: - Intro - What is Explainable AI? - Interpretable ML methods - Deepdive: Integrated Gradients IG - Picking baselines and future research directions

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course