Google Developers

AI Neural Networks

Transfer learning and Transformer models (ML Tech Talks)

In this session of Machine Learning Tech Talks, Software Engineer from Google Research, Iulia Turc, will walk us through the recent history of natural language processing, including the current state of the art architecture, the Transformer.

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Computer Vision Raspberry Pi TensorFlow

Introduction to object detection on Raspberry Pi

In the first episode of Machine Learning for Raspberry Pi, learn how to download a pre-trained TensorFlow Lite object detection model and deploy it to your Raspberry Pi. This model can be used to recognize general objects such as an apple, a television, or a car.

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TensorFlow

How to make TensorFlow models run faster on GPUs

XLA compilation on GPU can greatly boost the performance of your models, Learn how to use @tf.function(jit_compile=True) in TensorFlow to control what exact scopes are being compiled, and how to debug the performance of the resulting program. We’ll cover writing compiled models, debugging them, and exploring the performance characteristics and optimizations the XLA compiler performs, […]

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Machine Learning

Writing a Decision Tree Classifier from Scratch

Decision Tree classifiers are intuitive, interpretable, and one of the most effective supervised learning algorithms. In this episode, Josh Gordon walk you through writing a Decision Tree classifier from scratch, in pure Python, introducing you to  concepts including Decision Tree Learning, Gini Impurity, and Information Gain.

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