stout41716

Đây là khóa học giúp bạn thực hiện dự án Amenity Detection của nhóm Khoa học dữ liệu Airbnb (điển hình về ứng dụng TensorFlow) dưới dạng dự án nhân bản, tổng hợp kinh nghiệm lên blog GitHub và tạo danh mục đầu tư AI.

aischool

Tạo portfolio AI - Dự án nhân bản Airbnb

This is a lecture to build an AI portfolio by doing a clone project of airbnb data science team's Amenity Detection project, an excellent TensorFlow utilization case, and organizing the experience on a GitHub blog.

AISchool

입문

초급

중급이상

Deep Learning(DL)

Portfolio

깃헙

GitHub

Creating an AI Portfolio - Airbnb Clone Project

Intro to Clone Projects & AI Portfolios - Exploring learning via clone projects and the necessity of AI portfolios.

airbnb Clone Project Intro - A look at the airbnb clone project for class.

Object Detection Basics - Exploring Basic Concepts of Object Detection Problem Space

Deep Learning Object Detection Models - Let's learn their structure.

Easy Setup, Simple Hands-on Environment - Intro to Google Colab

TensorFlow Object Detection API - TensorFlow Object Detection API Usage Guide

Learning Order for the Clone Project - Let's examine the learning order for the Amenity Detection Clone Project.

TFRecord - Prerequisite knowledge for Custom Dataset training, let's practice TFRecord conversion.

Explore Custom Dataset training with TensorFlow Object Detection API using the Oxford IIIT-Pet Dataset example.

airbnb Clone Project - Exploring Components for Amenity Detection Training

Get Started with Amenity Detection Training

Amenity Detection Evaluation - Let's quantitatively/qualitatively analyze the Training results.

Building a GitHub portfolio blog - Let's organize and publicly post our work on a GitHub blog.

Further learning - Develop my own AI portfolio through more projects.