PhD Intern - Advanced ML schema mapping model

Type: Full-time
Level: Junior Level
4 years ago
Deadline: 2020-10-08

Job Description

Please note you must be a 2nd or 3rd year PhD student to apply.

Adiona develops advanced logistics optimisation algorithms and software. Funded by the Australian Research Council and partnered with UNSW, our technology helps mobile fleets achieve efficient, minimal cost operation and is a practical solution for improving the sustainability of our cities.

We ingest large datasets from various sources such as Enterprise Resource Planning (ERP) systems, which includes information such as addresses, IDs, timestamps, notes, and much more. A significant challenge is to automate the translation of these variable and customised data sets into a format that can be used to analyse the journey of real world products and people.

The goal of this project is to create a ML model that can use text embedding or other methods to identify and categorise many types of unknown data fields into known fields.

This challenge is well known in industries such as data warehousing which uses a variety of schema mapping tools. The researcher will be expected to examine the state of the art in via literature review.

Job Requirement

  • Working with large data sets.
  • Schema detection, matching, or database normalisation knowledge.
  • NLP, language modelling, feature learning or other relevant knowledge.
  • Relevant tools such as Google BigQuery, Tensorflow, R, Matlab, Word2vec, GloVe, etc
  • Team spirit and can-do attitude are a must!
  • Ability to work closely with a team and also independently.

Company Info

Adiona is based in Surry Hills in Sydney just a 4-minute walk from Central station. However, due to recent circumstances this project can be done entirely remotely or a mix.

The intern will receive $3,000 per month of the internship for 3 to 5 months (to be discussed with each candidate), usually in the form of stipend payments.

Company Introduction

Do you hate urban congestion? Do you like to laugh but also work hard and continually learn? Are you unique? We'll get along. We are an early stage startup redefining how people, goods, and materials are transported in our cities using AI and our unique SaaS model. We are truly disruptive and growing quickly with new customers and a recent investment by Telstra. We've received environmental awards from the Supply Chain and Logistics Assoc of Aus, been recognised as the Australian Computer Society Disruptive Tech Platform of the Year, the AIIA iAward for Big Data Innovation of the Year, been selected as part of the Coca-Cola Amatil Xcelerate Scale-Up programme, and much more.

Follow Us


We Accept



Level 10b, 144 Edward Street, Brisbane CBD(Headquarter)
Level 8, 11 York st, Wynyard, Sydney CBD
Business Hub, 155 Waymouth St, Adelaide SA 5000



JR Academy acknowledges Traditional Owners of Country throughout Australia and recognises the continuing connection to lands, waters and communities. We pay our respect to Aboriginal and Torres Strait Islander cultures; and to Elders past and present. Aboriginal and Torres Strait Islander peoples should be aware that this website may contain images or names of people who have since passed away.

匠人学院网站上的所有内容,包括课程材料、徽标和匠人学院网站上提供的信息,均受澳大利亚政府知识产权法的保护。严禁未经授权使用、销售、分发、复制或修改。违规行为可能会导致法律诉讼。通过访问我们的网站,您同意尊重我们的知识产权。 JR Academy Pty Ltd 保留所有权利,包括专利、商标和版权。任何侵权行为都将受到法律追究。查看用户协议

© 2017-2024 JR Academy Pty Ltd. All rights reserved.

ABN 26621887572