TensorFlow

TensorFlow knowledge sharing.

Build a Decision Tree by Hand with TensorFlow Decision Forest

1 Problem Statement In the real business world, business strategies are mostly generated by decision trees, but the native rules
 · 10 min read

AMEX - Default Prediction Kaggle Competition Summary

1 Overview American Express (AMEX), a famous financial services company in the United States, hosted a data science competition on
 · 5 min read

Image Classification with TensorFlow

1 Introduction This article discusses the task of multi-class image classification using TensorFlow. The main topics covered include loading image
 · 6 min read

Introduction to Convolutional Neural Network Explainer

1 Introduction In the article Introduction to TensorFlow Playground, the author introduced a product that uses visualization to understand neural
 · 2 min read

Univariate Time Series Prediction with TensorFlow

1 Introduction This article will use TensorFlow to solve time series prediction problems. There is a very detailed but lengthy
 · 3 min read

Introduction to TensorFlow Playground

1. Introduction When I was learning deep learning, I deeply felt the benefits of visualization: if you have an intuitive
 · 2 min read

Building Tree Models with TensorFlow Decision Forests

1 Introduction Both deep learning and traditional machine learning have excellent frameworks in their respective fields. For example, when building
 · 3 min read

Text Classification with TensorFlow

1 Introduction In natural language processing, text classification is a very common application. This article will introduce the use of
 · 7 min read

Installing TensorFlow on Apple Silicon Macs

1 Introduction Although Apple Silicon Macs have shown outstanding performance, compatibility issues still cannot be ignored for ordinary users. Installing
 · 2 min read

Customizing Models with tf.keras

1 Introduction tf.keras provides many convenient APIs for building deep learning models. However, some situations require custom layers and
 · 3 min read