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Creating an AI Portfolio - Airbnb Clone Project

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.

(4.6) 9 reviews

140 learners

  • AISchool
Deep Learning(DL)
Portfolio
GitHub

Reviews from Early Learners

What you will gain after the course

  • Object Detection project experience using CenterNet, a state-of-the-art Object Detection model

  • Clone project experience, mirroring a project conducted by global IT company Airbnb's Data Science team.

  • Creating My Own AI Portfolio Page Using GitHub Pages

Want to gain experience with AI projects? 👩‍💻
Clone project + GitHub blog creation!

Please check before taking the class!

List of relevant curriculum

Section 11 of "Vehicle License Plate Recognition Project and Deep Learning Image Recognition All-in-One with TensorFlow"
Section 1

  • Introduction to the Object Detection Problem Domain
  • Object Detection Metrics - IoU, mAP
  • Object Detection Datasets – Pascal VOC, MS COCO, KITTI, Open Images
  • CenterNet

Section 12 of "Vehicle License Plate Recognition Project and Deep Learning Image Recognition with TensorFlow"

  • The concept of TFRecord and the need for learning TFRecord
  • Reading and Writing TFRecord Files Using TensorFlow 2.0
  • Custom Dataset Practice 1 - Practice writing and reading a custom dataset as a TFRecord.
  • Custom Dataset Practice 1 - Writing and Reading a Custom Dataset as a TFRecord Solution
  • Introduction to TensorFlow Object Detection API
  • Introduction to Custom Dataset Training Using the TensorFlow Object Detection API
  • Review of the elements required for the Oxford Pet-IIIT dataset training process (pbtxt, config) and the Oxford Pet-IIIT dataset TFRecord conversion code review.
  • Code Review: Training the Oxford Pet-IIIT Dataset Using Faster R-CNN
  • Code Review: Training the Oxford Pet-IIIT Dataset Using Faster R-CNN - Evaluate

Building an AI Portfolio - Airbnb Clone Project

By following the Airbnb Data Science team's projects, you can gain experience in AI projects and create an AI portfolio homepage through a GitHub blog.

  • By cloning the Airbnb Amenity Detection project, you can follow a project using CenterNet, the latest object detection model.
  • If you're preparing an AI portfolio for employment or career change, this project will provide you with experience in AI project implementation.
  • Experience the process of creating a Github portfolio blog and publishing your cloned projects!

Knowledge sharer
Interested in other lectures?

Learning through YOLO implementation
Deep Learning Paper Implementation
with TensorFlow 2.0 (click)

TensorFlow
Object Detection
API Guide Part 1 (Click)

Vehicle license plate recognition project and
Learning with TensorFlow
Deep Learning Image Recognition All-in-One (Click)

Recommended for
these people

Who is this course right for?

  • Want to create an AI portfolio blog?

  • Those who want to get a job or change careers as an AI engineer

  • AI project experience seekers

Need to know before starting?

  • Python experience

  • Experience taking the prerequisite course [Introduction to Deep Learning with TensorFlow 2.0] or [Vehicle License Plate Recognition Project and All-in-One Deep Learning Video Recognition with TensorFlow]

Hello
This is

9,349

Learners

706

Reviews

353

Answers

4.6

Rating

30

Courses

Curriculum

All

37 lectures ∙ (5hr 50min)

Published: 
Last updated: 

Reviews

All

9 reviews

4.6

9 reviews

  • whdghk8152040님의 프로필 이미지
    whdghk8152040

    Reviews 6

    Average Rating 5.0

    5

    38% enrolled

    It was a practical lecture that I couldn't find anywhere else. It was a good experience because it felt like a company project rather than just solving examples. I think it will be helpful for getting a job because I can even create a portfolio with a GitHub blog.

    • aischool
      Instructor

      Hello. Thank you for taking the time to take the class~!. I will try my best to create more satisfactory lectures. Have a nice day!

  • aischoolinf2046님의 프로필 이미지
    aischoolinf2046

    Reviews 2

    Average Rating 5.0

    5

    100% enrolled

    It was a great help to be able to create a portfolio blog with GitHub. Thank you for making such a great lecture~.

    • aischool
      Instructor

      Hello. Thank you for taking the time to take the class~!. I will try my best to create more satisfactory lectures. Have a nice day!

  • jsbb88115786님의 프로필 이미지
    jsbb88115786

    Reviews 4

    Average Rating 5.0

    5

    24% enrolled

    It was easy to understand because the practical training process was explained in order. I think it will be very helpful for preparing for employment because I can create a project and a portfolio blog at the same time. Thank you for the great lecture.

    • aischool
      Instructor

      Hello. Thank you for taking the time to take the class~!. I will try my best to create more satisfactory lectures. Have a nice day!

  • stout41716님의 프로필 이미지
    stout41716

    Reviews 1

    Average Rating 5.0

    5

    32% enrolled

    • lux님의 프로필 이미지
      lux

      Reviews 24

      Average Rating 5.0

      5

      43% enrolled

      I'm learning one by one, and the detailed explanations make it easy to understand :)

      $77.00

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