Do even the best DNN models understand language?

Do even the best DNN models understand language?

New advances, new excitement

Without any doubt, Deep Neural Networks (DNNs) have brought huge improvements to the NLP world recently. News like an AI model using DNN can write articles like a human or can write code to create a website like a real developer comes to mainstream media frequently. A lot of these achievements would have been surreal if we talked about them just a few years ago.

 

One of the most influential models is Bert (Bidirectional Encoder Representations from Transformers), created by Google in 2018. Google claimed with Bert, they now can understand searches better than ever before. Not stopped there, they even took it further by saying embedding this model to its core search engine(SE) “representing the biggest leap forward in the past five years, and one of the biggest leaps forward in the history of Search”. Impressed by the bold claim, I took my liberty to check how the SE works with a COVID-related inquiry like the one below.

Screenshot of a COVID-related inquiry on Google
Screenshot

 

Figure 1: The Search Engine doesn’t just give out locations where vaccine shots are provided but also suggests who is eligible for getting the shots. This result cannot come from a keyword-based search mechanism. And Yes, so far, the result seems to justify their confident claim.

However, Bert was not the only champion in the game. Another powerful language model which was released more recently has come with its advantages. It was GPT-3. Open AI built the model with 175 billion parameters which were 100 times more parameters than its predecessor GPT-2. Due to this large number of parameters and the extensive dataset it has been trained on, GPT-3 performed impressively on the downstream NLP tasks without fine-tuning. Here is an article from MTI Review written by this gigantic model.

Article form MTI Review written by this gigantic model.
Screenshot of an article on MTI Blog

Figure 2: The italicized part was input they fed the model, served as a prompt. This article talks about a unicorn with such fluent English and a high level of confidence, almost indistinguishable from human writing. I would have been convinced the piece of writing was genuine if I did not know the creature did not exist.

 

Many people were astounded at the text that was produced, and indeed, this speaks to the remarkable effectiveness of the particular computational systems. It seems, for some not-crystal-clear reasons, the models understand language. If that’s true, it would be the first step for AI to think like humans. Unsurprisingly, the media took the news by storm. People started to talk about the societal impacts like workforce replace by AI systems. Some even went further by saying humans might be in danger 😉 But really, are we there yet?

Do the models understand language?

So, are the models that great? Are these models capable of understanding language or are they somewhat gaming the whole system? A series of recent papers claimed that models like BERT don’t understand the language in any meaningful way. One of the reasons for their outstanding results might come from their training and testing datasets.

[Hiring] Technical Architect

[Hiring] Technical Architect at AI Lab 

Job Title Technical Architect Location Ho Chi Minh
Contact below Type of Employment Fulltime
Level Middle/Senior Report to Line Manager/Officer/Director

/Project Leader

 

If you want to join in exciting and challenging projects, MTI TECHNOLOGY could be the next destination for your career.

MTI Technology AI Lab is specializes in AI / Data Science projects. We design and develop AI products using  AI / Data Science technology for outsourcing/offshoring projects. MTI stands for an attitude: seeking a balance in excellence, pragmatism and convenience for customers. With the original members of 20, we grow our members up to more than 180 bright talents and continue to grow more. Looking for a place to grow your talents and be awesome? This is the place!

Who we are looking for:

  • Expert in .NET/.NET Core
  • Advanced in cloud platforms Azure or GCP or AWS
  • Advanced in modern architectures/models such as Clean Architecture, Microservices, DDD, Serverless,…
  • Intermediate in Database and Query Performance Tuning
  • Experienced in CI/CD and Software Testing
  • Experienced in Cloud Infrastructure
  • Have knowledge about Software Designs SOLID, DRY, Design Patterns,…
  • Experienced in Performance Optimization, Software Security and other Non-functional requirements
  • Experienced in Cloud Design (Cloud Architecture Design)
  • Good at training/mentoring
  • Good at problem-solving skill
  • Good at Leadership in engineering team
  • Good at team working sprit
  • Good at mindset of Open discussion with Data Scientist
  • Good at Team management in engineering team with good communication.
  • Fluency in English

Nice-to-Have Skills:

  • Knowledge in Python, Pythorch
  • Knowledge in Mobile Development (Native or Flutter)
  • Knowledge in AI / Data Science Project.
  • Knowledge in machine learning.
  • Knowledge in Container/Docker/Kubernetes
  • Knowledge in frontend frameworks js, React.js
  • Familiar with working in an Agile environment
  • Knowledge in DevOps/DevSecOps
  • Be able to word under high pressure.

More about MTI Technology – what is it like to work with us?

At MTI Technology, our goal is to empower every individual to learn, discover, be able to communicate openly and honestly to create the best services based on effective teamwork.

You will love working here!

What Do We Offer?

  • 05 working days/week (From Monday to Friday), applying flexible working hours
  • 2 days of remotely WFH per week (based on team’s decision)
  • Lunch + Gasoline + Coffee Allowance
  • Health, Social and Unemployment Insurance (based on gross-based salary, according to Labor Code) and PVI Health Insurance
  • 13th-month salary and Performance bonus
  • Annual salary review
  • 12 days annual leave plus extra 02 days company leave
  • Company trips, sponsored team building, monthly Happy Hour, Sport Clubs (Soccer, Badminton, Pingpong, Yoga) and other joyful events;
  • A culture of relentless learning with free courses in specialized skills, soft skills, and English;
  • Yearly health-checkup;
  • Seniority benefits: allowance & PVI Health Insurances for family members
  • Technical-certificate bonus
  • Japanese-certificate bonus
  • Employee Referral Incentive

    Contact Form

    Please check before send your message.

    Hiring Data Scientist / Engineer

    We are looking for Data Scientist and Engineer.
    Please check our Career Page.

    Data Science Project

    You can also check our experiences about our Data Science Projects

    Vietnam AI / Data Science Lab

    Vietnam AI Lab

    Visit Vietnam AI Lab

     

[Hiring] Data Scientist / Engineering Internship

  [Hiring]Data Scientist / Engineer Internship

Job Title Data Scientist Internship
Engineer internship
Location Ho Chi Minh
Contact recruitment@mti-tech.vn Employment Fulltime
Level Internship (full-time) Report to Team Leader

 

If you want to join in exciting and challenging projects, MTI Tech could be the next destination to your career path.

MTI Technology – AI Lab specializes in AI / Data Science projects. We design and develop AI products using AI / Data Science technology for outsourcing. MTI stands for an attitude: seeking a balance in excellence, pragmatism and convenience for customers. With the original members of 20, we grew our members up to more than 180 bright talents and continuing to grow more. Looking for a place to grow your talents and be awesome? This is the place!

Job Description

We are looking for candidates with strong experiences in data analysis, data prediction, machine learning, deep learning, image processing, algorithms, natural language processing to use Mathematics, Statistics.

Who we are looking for?

  • Must have strong problem-solving skills.
  • Be acquainted to statistical l mathematics.
  • Must have working experiences as a Data Scientist Intern or an R&D researcher Intern or Master of Ph.D. Candidate.
  • Have great ambitions and abilities to study the most leading-edge research by oneself and apply them to development process.
  • Have technical skills and creativity to build new technologies by oneself.
  • Adapt oneself to our working culture as a team such as discussion or sharing ideas.
  • During the development of an AI, there are many Trial & Error may repeats. To solve the problem with unclear specification or unfixed answer (result). For this particular reason, we are looking for the individual with the following requirements:
    • Be agile in the cycle of Trial & Error
    • Be concerned with small issues/ problems and solve all problems logically and efficiently.
    • Be curious about knowledge. The person who is greatly interested in and curious about knowledge surely grows the most.
  • Have experiences/strong ability in research.
  • English skill: must have good speaking and reading skills.

Programming Language

  • Python or .NET

Operational Environment

  • AWS, GitLab

What is it like to work in MTI Technology AI Lab?

At MTI Technology, our goal is to empower every individual to learn, discover, be able to communicate openly and honestly to create the best services based on effective teamwork.

You will love working here!

  • Competitive salary
  • Have a chance to be considered as an official employee

“Due to volume of applications, we regret only shortlisted candidates will be notified.”

 

Contact Form

Please check before send your message.

Hiring Data Scientist / Engineer

We are looking for Data Scientist and Engineer.
Please check our Career Page.

Data Science Project

Please check about experiences for Data Science Project

Vietnam AI / Data Science Lab

Vietnam AI Lab

Please also visit Vietnam AI Lab

[Tuyển dụng] Tiến Sĩ Khoa Học Dữ Liệu tại Việt Nam – Data Scientist

Công ty chúng tôi hin đang tuyn dng v trí nhà Khoa Hc D Liu ti Vit Nam.

Nhiu d án hp dn và thách thc đang đi các bn, công ty MTI Technology s giúp bn trên con đung phát trin s nghip nhà Khoa Hc D Liu.

Liên H

Hãy liên lc vi chúng tôi qua đa ch email.


contact@ailab.mti-vietnam.vn

Công ty MTI Technology là công ty chuyên về kỹ thuật tạo ra dịch vụ và nội dung cho điện thoại thông minh giúp biến đổi và chuyển hoá cuộc sống của khách hàng. MTI viết tắt một thái độ sống: tìm kiếm sự cân bằng, hữu dụng và tiện nghi hoàn hảo cho khách hàng. Với số luợng thành viên ban đầu chỉ vỏn vẹn 20 nguời, hiện công ty chúng tôi đã có hơn 180 tài năng lớn và vẫn tiếp tục mở rộng hơn nữa. Bạn đang tìm một nơi để phát triển và thể hiện tài năng? Đây chính là bến đỗ của bạn!

Công vic

Chúng tôi đang tìm các nhà Khoa Học Dữ Liệu có thể tham gia vào các dự án sử dụng dữ liệu hiện tại để ứng dụng vào Trí Tuệ Nhân Tạo, từ đó kết hợp với những dữ liệu khác để tạo nên những giá trị mới.

Hiện nay chúng tôi đang tìm những ứng viên có kinh nghiệm sử dụng Thuật toán (Algorithms) và Xử Lý Ngôn Ngữ Tự Nhiên (Natural Language Processing), Học Máy (Machine Learning), Học Sâu (Deep Learning), Mạng Thần Kinh Nhân Tạo (Neural Network), nhưng bất kì mảng nào của Trí Tuệ Nhân Tạo cũng sẽ được xem xét.

Ví D v D Liu

  • Dữ liệu hoặc hình ảnh về kết quả khám sức khỏe, phiếu khám sức khoẻ y tế hoặc khám sức khoẻ tổng quá
  • Dữ liệu về kết quả tập luyện và năng lực của vận động viê
  • Dữ liệu về hoạt động trong thời kì mang thai của phụ nữ.
  • Dữ liệu trong cuộc sống như thời tiết và điều hướ
  • Dữ liệu về văn bản như báo chí.
  • Ngoài ra, chúng tôi còn nhiều dự án khác về outsourcing/offshoring, nghiên cứu dữ liệu,…

Ví d v ng Dng

  • Bằng cách kết hợp và phân tích dữ liệu về Chăm sóc sức khoẻ như dữ liệu kết quả khám sức khỏe/ phiếu kiểm tra kết quả y tế và báo cáo sức khoẻ doanh nghiệp như báo cáo sức khoẻ tinh thần và bảng thống kê giờ làm thêm,… chúng ta có thể tìm ra các nguy cơ gây hại đến sức khoẻ ở giai đoạn sớm hơ

Ngôn ng Lp Trình

  • Python, R, MATLAB, SPSS
  • Java, JavaScript, Golang, Haskell, Erlang/Elixir là một điểm cộ

Hiện tại, ngôn ngữ lập trình chính là Python, nhưng nếu bạn biết về Lập trình Hướng Đối Tượng (Object-oriented programming) bằng ngôn ngữ Java và có kinh nghiệm sử dụng Phương Pháp Xử Lý Song Song, Đồng Thời trong ngôn ngữ Server-side sẽ là lợi thế lớn.

[Hiring] Data Scientist in Vietnam

[Hiring] Data Scientist in Vietnam

We are hiring Data Scientist at MTI Technology.

Join us for exciting and challenging projects, MTI Tech could be the next destination for your Data Science Career.

About MTI Technology AI Lab

MTI Technology specializes in creating smart mobile contents and services that transform and transcend customers’ lives. MTI stands for an attitude: seeking a balance in excellence, pragmatism and convenience for customers. With the original members of 20, our members grew up to more than 180 bright talents and will continue to grow more. Looking for a place to grow your talents and be awesome? This is the place!

About the Job

We are looking for Data Scientists who can participate in various projects using existing data to apply to AI, moreover, combine with other data to create new value.

Currently, we are looking for candidates with experiences in Algorithms or Natural Language Processing (NLP), Machine Learning, Deep Learning, Neural Network but any other fields of AI can be considered.

Data’s Example

  • Medical/General examination results, medical questionnaires or image of health check results.
  • Athletes’ training results and vital.
  • Pregnancy activities data of pregnant woman.
  • Weather and navigation’s data.
  • Text data such as newspapers, comic, etc…
  • Furthermore, we have many projects like outsourcing/offshoring, research, etc…

Application example

  • By combining and analyzing Healthcare data such as medical examination/ medical questionnaire results and labor data such as mental health check and overtime timesheet etc… We can find out future health risks at an early stage, therefor, lower risks of dangerous diseases like cancer.

Programming Languages

  • Python, R, MATLAB, SPSS
  • Java, JavaScript, Golang, Haskell, Erlang/Elixir is a plus.

Currently, development main language is mainly Python. However, it is best to learn how to object thinking programming in Java. Furthermore, if you have parallel processing experience in server-side language can be a huge plus.

In addition, we are also welcome engineers who can use functional languages (Haskell, Erlang / Elixir), because people interested in various programming languages have mathematical curiosity, and study it by themselves. Although we do not have many opportunities to use these languages in actual development.

Operational Environment

  • Amazon Web Services(AWS), Google Cloud Platform(GCP), Microsoft AZURE, Redmine, Gitlab , Data Lake etc.

 Who we are looking for

  • Having great ambition and ability to study the most leading-edge research by themselves and apply them to development process.
  • Having technical skills and creativity to build new technologies on your own.
  • Be able to work in team for team discussion or sharing courses (Personality is preferred).
  • Experienced in research and study related to Statistical Mathematic such as Regression analysis, SVM or Information theory.
  • Had participated in research/business about AI, Machine Learning, Natural language processing (NLP), Neural network and so on.
  • Experienced in research and study related to Engineering and Science, Econometrics, Behavior Psychology, Medical Statistic, etc…
  • Having actual working experiences in Statistical Analysis or Data Scientist.
  • During AI development, Trial & Error may repeats many times to solve problems with unclear specification or unfixed answer (result). For this particular reason, we are looking for the individual with the following requirements:
    • Be agile in cycle of Trial & Error.
    • Be concerned with small issues/ problems and to be able to solve all those problems efficiently logically.
    • Be curious about knowledge.
    • Have deep experiences in research.
    • English skill: be able to read and communicate in English to gain more experiences about AI.

Recently, in the development of Web services, engineers who have experienced in APIs usage and libraries related to prominent AI such as open source, Google, IBM etc. from the standpoint of “User”, are often classified as “AI Engineers”. At MTI Group, we do not seek a technician like that, we are looking for an experienced person who had deep knowledge about data science. On the other hand, we still considerate if a person who has experience about data science but do not have much actual working experiences.

More on MTI – what is it like to work in MTI?

At MTI Technology, our goal is to empower every individual to learn, discover, be able to communicate openly and honestly to create the best services based on effective teamwork.

In order to best practice Agile primary working principles of getting everyone together, tables are grouped together leaving many open spaces for activities and movements. Spontaneous team meetings and discussions can be freely maneuvered around with white boards and spacious meeting rooms, etc. MTI Technology provided anything to transform the workplace to the goal of the day: presenting, brainstorming, troubleshooting, etc.

You will love working here!

  • Competitive salary + bonus + other benefits
  • Yearly Reviewed Salary
  • 13th month salary (Paid 2 times in June and December)
  • Monthly Allowances for: Lunch, Gasoline, Internal Cafeteria
  • Seniority Allowance
  • Technical Allowance
  • Japanese Language Allowance
  • Private Medical Insurance
  • Employee Referral Incentive
  • Fun Activities: English Class, Sport Clubs, Happy Hours, Team Building
  • Chance to work in Japan site
  • Yearly Staff Trip, Company Party

“Due to volume of applications, we regret only shortlisted candidates will be notified.”

Contact Form

Please check before send your message.

Hiring Data Scientist / Engineer

We are looking for Data Scientist and Engineer.
Please check our Career Page.

Data Science Project

More information about ouData Science Project

Vietnam AI / Data Science Lab

Vietnam AI Lab

Visit Vietnam AI Lab

Japanese Project Leader in AI / Data Science Lab Vietnam

Hiring Japanese Project Leader in AI / Data Science Lab Vietnam

Job Title Japanese Project Leader Location Ho Chi Minh 
Contact recruitment@mti-tech.vn Employment Fulltime  
Level Report to  Line Manager

 

If you want to join in exciting and challenging projects, MTI Tech AI / Data Science Lab could be the next destination for your career.

 MTI Technology Vietnam specializes in creating smart mobile contents and services that transform and transcend customers’ lives. We design and develop AI / Data Science solutions to the customer. With the original members of 20 people, we grow our members up to more than 180 bright talents and continue to grow more. Looking for a place to grow your talents and be awesome? This is the place!

What you Project Leader will do in AI / Data Science Lab?

 Must Skill

  • Japanese Speaking (Japanese Language Certification N1 or Japanese Native Speaker only. other Japanese Certification Holder(N2/N3 ..) is not required in this job )
  • English Skill (at least Business Level English Skill)
  • Logical Thinking
  • Can work well to have team work minds with Data Scientist and Engineer for AI / Data Science project.
  • Having a challenge mind for new thing.
  • Having experiences for software development projects as like leader/BSE.
  • Having experiences for leadership to work with team.
  • Having experiences about Delivery Management
  • Having experiences for communicate with stakeholder in business.
  • At least 2 years of experience in IT Fields.

Option Skill

  • Experience for coding /programming software

You will love working here!

  • Competitive salary + bonus + other benefits
  • Yearly Reviewed Salary
  • 13th month salary (Paid 2 times in June and December)
  • Performance Bonus
  • Monthly Allowances for: Lunch, Gasoline, Internal Cafeteria
  • Seniority Allowance
  • Technical Allowance
  • Japanese Language Allowance
  • Private Medical Insurance
  • Employee Referral Incentive
  • Fun Activities: English Class, Sport Clubs, Happy Hours, Team Building
  • Chance to work in Japan site
  • Yearly Staff Trip, Company Party

ベトナムAIラボ – プロジェクトリーダー(日本語人材)

業務としてはプロジェクトのリーダー及び、自然言語処理のサポートがメインとなります。日本語が母国語または日本語検定N1を保有しており、
かつ、ビジネス英語が問題なくできる
ことが重要な採用条件となります。

About MTI Technology AI Lab

Please check below information about our AI / Data Science Lab.

Hiring Data Scientist / Engineer

We are looking for Data Scientist and Engineer.
Please check our Career Page.

Data Science Project

Please check about experiences for Data Science Project

Vietnam AI / Data Science Lab

Vietnam AI Lab

Please also visit Vietnam AI Lab about our Data Scientist, AI / Data Science Technology(Machine Learning etc).

 

EXPLORING UNIVERSAL SENTENCE ENCODER MODEL (USE)

In NLP, encoding text is the heart of understanding language.  There are many implementations like Glove, Word2vec, fastText which are aware of word embedding. However, these embeddings are only useful for word-level and may not perform well in case we would like to expand to encode for sentences or in general, greater than one word. In this post, we would like to introduce one of the SOTAs for such a task: the Universal Sentence Encoder model

1. What is USE (UNIVERSAL SENTENCE ENCODER MODEL)?

The Universal Sentence Encoder (USE) encodes text into high dimensional vectors (embedding vectors or just embeddings). These vectors are supposed to capture the textual semantic. But why do we even need them?

A vector is an array of numbers of a particular dimension. With the vectors in hand, it’s much easier for computers to work on textual data. For example, we can say two data points are similar or not just by calculating the distance between the two points’ embedding vectors.

UNIVERSAL SENTENCE ENCODER MODEL

(Image source: https://amitness.com/2020/06/universal-sentence-encoder/)

The embedding vectors then in turn can be used for other NLP downstream tasks such as text classification, semantic similarity, clustering…

2.USE architecture

It comes with two variations with the main difference resides in the embedding part. One is equipped with the encoder part from the famous Transformer architecture, the other one uses Deep Averaging Network (DAN)

2.1 Transformer encoder

The Transformer architecture is designed to handle sequential data, but not in order like the RNN-based architectures. It uses the attention mechanism to compute context-aware representations of words in a sentence taking into account both the ordering and significance of all the other words. The encoder takes input as a lowercased PTB tokenized string and outputs the representations of each sentence as a fixed-length encoding vector by computing the element-wise sum of the representations at each word position. Due to this feature, the Transformer allows for much more parallelization than RNNs and therefore reduced training times.

Universal Sentence Encoder uses only the encoder branch of Transformer to take advantage of its strong embedding capacity.

UNIVERSAL SENTENCE ENCODER MODEL
(Image source: https://arxiv.org/abs/1706.03762)

2.2 Deep Averaging Network (DAN):

DAN is a simple Neural Network that takes an average of embeddings for words and bi-grams and then passed the “combined” vector through a feedforward deep neural network (DNN) to produce sentence embeddings. Similar to the Transformer encoder, DAN takes as input a lowercased PTB tokenized string and outputs a 512-dimensional sentence embedding.

UNIVERSAL SENTENCE ENCODER MODEL
(Image source: https://medium.com/tech-that-works/deep-averaging-network-in-universal-sentence-encoder-465655874a04)

The two have a trade-off of accuracy and computational resource requirement. While the one with the Transformer encoder has higher accuracy, it is computationally more intensive. The one with DNA encoding is computationally less expensive and with little lower accuracy.

3. How was it trained?

The key idea for training this model is to make the model work for generic tasks such as:

  • Modified Skip-thought
  • Conversational input-response prediction
  • Natural language inference.

3.1 Modified skip-thought:

given a sentence, the model needs to predict the sentences around it.

.NET Full Stack Engineer in AI Lab

We are looking for Full Stack Engineer in MTI Technology at Ho Chi Minh city, Vietnam.

Software Development , Cloud Experiences (AWS, etc…), English , Communication

Job Title .NET Full Stack Engineer in AI Lab Location Ho Chi Minh
Contact Below Employment Fulltime
Level Senior Report to Line Manager

 

If you want to join in exciting and challenging projects, MTI Tech could be the next destination for your career.

MTI Technology specializes in creating smart mobile contents and services that transform and transcend customers’ lives. MTI stands for an attitude: seeking a balance in excellence, pragmatism and convenience for customers. With the original members of 20, our members grew up to more than 180 bright talents and will continue to grow more. Looking for a place to grow your talents and be awesome? This is the place!

What you will do (essential skills / experiences) in AI / Data Science Lab.

  • Logical Thinking
  • Interested in different fields
  • Having an attitude/mindset to be challenged in new technology.
  • Be eager to deliver joyful user experiences
  • At least 5 years of experience in IT Fields.
  • At least 5 years of experience in Industry as a Software Engineer in Web
  • At least 3 years of experience in .NET Experiences or Python experience
  • Have strong experience with Backend and Front-end development.
  • Strong Skill and actual Knowledge for DB related to performance
  • Strong actual Experiences for Cloud computing (AWS or Azure or GCP)
  • Ability to make test case and test code for development.
  • Expert experience/skills in technical problem solving
  • Strong English Communication skill (speaking and listening skills)
  • Strong Experiences about CI/CD environment.

Optional Skills

  • Leadership skill for Management.
  • Be able to work in team.
  • Good communication Skill with other team members
  • Experienced in AI related technology.
  • Experienced in Mobile Development.
  • Experienced in Big Data is a huge plus.
  • Interested in Mathematics, Statistics.
  • Experienced in Agile/ Scrum Experience.
  • Machine Learning Skill is not required.

More on MTI – what is it like to work in MTI AI Lab?

“Delivering business value through the Data Science”

At MTI Technology AI Lab, we have 2 type of staffs . 1 is Data Scientist, the other is Engineers.
Engineers will support Data Scientist with Cloud and Software development.
We support client with business problems by using AI / Data Science.

You will love working here!

  • Competitive salary + bonus + other benefits
  • Yearly Reviewed Salary
  • 13th month salary (Paid 2 times in June and December)
  • Performance Bonus
  • Monthly Allowances for: Lunch, Gasoline, Internal Cafeteria
  • Seniority Allowance
  • Technical Allowance
  • Japanese Language Allowance
  • Private Medical Insurance
  • Employee Referral Incentive
  • Fun Activities: English Class, Sport Clubs, Happy Hours, Team Building
  • Chance to work in Japan site
  • Yearly Staff Trip, Company Party

“Due to volume of applications, we regret only shortlisted candidates will be notified.”

Contact Form 

Please check before send your message.

Hiring Data Scientist / Engineer

We are looking for Data Scientist and Engineer.
Please check our Career Page.

Data Science Project

Please check about experiences for Data Science Project

Vietnam AI / Data Science Lab

Vietnam AI Lab

Hiring AI Engineer (Senior)

Hiring AI Engineer(Senior) in AI / Data Science Lab

Job Title AI Engineer Location Ho Chi Minh 
Contact recruitment@mti-tech.vn Employment Fulltime  
Level Senior Report to  Line Manager

 

If you want to join in exciting and challenging projects, MTI Tech AI / Data Science Lab could be the next destination for your career.

 MTI Technology specializes in creating smart mobile contents and services that transform and transcend customers’ lives. We design and develop AI / Data Science solutions to the customer. MTI stands for an attitude: seeking a balance in excellence, pragmatism and convenience for customers. With the original members of 20 people, we grow our members up to more than 180 bright talents and continue to grow more. Looking for a place to grow your talents and be awesome? This is the place!

What you Engineer will do in AI / Data Science Lab?

 Who we are looking for in AI / Data Science Lab

  • Faster Cycle for Try and Error and make code.
  • Logical Thinking
  • Can work well with Data Scientist  for AI / Data Science project.
  • .NET  or Python experiences for 5 years.
  • Having much interested in new fields
  • Enthusiasm for delivering joyful user experiences
  • At least 5 years of experience in IT Fields or Data Science Fields.
  • At least 5 years of experience in Industry as a Software Engineer or AI Engineer
  • Strong Skill and actual Knowledge for Database related to performance
  • Strong Skill for Cloud computing (AWS or Azure or GCP)
  • Strong for English and communication skill with team members and managers
  • Having an attitude to learning a programming language.
  • Loving Mathematics, Statistics.

Nice to have  in AI / Data Science Lab

  • Leadership skill for managing team
  • Experience in AWS, Google Cloud Platform, Microsoft Azure is a strong plus
  • Experience for Kaggle, Kaggler is Strong Plus.
  • Experience for Big Data is Strong Plus.
  • Fluent Japanese is a plus
  • Experienced with AI product

More on MTI AI / Data Science Lab – what is it like to work in MTI?

At MTI Technology, our goal is to empower every individual to learn, discover, be able to communicate openly and honestly to create the best services based on effective teamwork.

You will love working here!

  • Competitive salary + bonus + other benefits
  • Yearly Reviewed Salary
  • 13th month salary (Paid 2 times in June and December)
  • Performance Bonus
  • Monthly Allowances for: Lunch, Gasoline, Internal Cafeteria
  • Seniority Allowance
  • Technical Allowance
  • Japanese Language Allowance
  • Private Medical Insurance
  • Employee Referral Incentive
  • Fun Activities: English Class, Sport Clubs, Happy Hours, Team Building
  • Chance to work in Japan site
  • Yearly Staff Trip, Company Party

“Due to volume of applications, we regret only shortlisted candidates will be notified.”

Hiring Data Scientist / Engineer

We are looking for Data Scientist and Engineer.
Please check our Career Page.

Data Science Project

Please check about experiences for Data Science Project

Vietnam AI / Data Science Lab

Vietnam AI Lab

Please also visit Vietnam AI Lab

[Hiring]Lead / Senior Data Scientist in Vietnam

We are looking for Lead / Senior Data Scientist in Vietnam
(Team work experiences and Leadership experiences)

If you want to join in exciting and challenging projects, MTI Tech could be the next destination for your career.

Contact

Please contact below mail.
recruitment@mti-tech.vn

MTI Technology specializes in creating smart mobile contents and services that transform and transcend customers’ lives. We design and develop our products using agile methods bringing the best deliverable results to the table in the shortest amount of time. MTI stands for an attitude: seeking a balance in excellence, pragmatism and convenience for customers. With the original members of 20 people, we grow our members up to more than 100 bright talents and continue to grow more. Looking for a place to grow your talents and be awesome? This is the place!

The Job

We are looking for Data Scientists who would like to participate in the project to use existing various data to apply to AI, moreover, combine with other data to create new value.

Currently, we are looking for candidates with experiences in Algorithms or Natural Language Processing (NLP), but any other fields of AI will be considered too.

Example of data

  • Data of medical examination results, medical questionnaire results or image of them in health check, or general medical examination.
  • Data of athletes’ training results and vital.
  • Pregnancy activities data of pregnant women.
  • Life data such as weather and navigation.
  • Text data such as newspapers.
    We have many project style for outsourcing/offshoring, research etc.

Example of application

  • By combining and analyzing Healthcare data such as medical examination/ medical questionnaire results and labor data such as mental health check and overtime records etc., we can find out future health risks at an earlier stage.

Programming Language

  • Python, R, MATLAB, SPSS
  • Java, JavaScript, Golang, Haskell, Erlang/Elixir is a plus.

Currently, development is mainly in Python. It is good to understand object thinking programming in Java etc. It is also good if you have parallel processing experience in the server-side language (Golang, etc.).

In addition, engineers who can use functional languages (Haskell, Erlang / Elixir) are treasures of talented people. Such people are interested in various programming languages, have mathematical curiosity, and many of them study by themselves. Although we do not have many opportunities to use these languages in actual development, we welcome such engineers as well.

Operational Environment

  • Amazon Web Services(AWS), Google Cloud Platform(GCP), Microsoft AZURE, Redmine, Gitlab , Data Lake etc.

 Who we are looking for

Recently, in the development of Web services, engineers who have experienced APIs usage and libraries related to prominent AI such as open source, Google, IBM etc. from the standpoint of “User”, are often classified as “AI Engineers”. What MTI Group seeks is not such a technician, we find an experienced person who has learned the data sciences themselves deeply. On the other hand, if a person who has learned data science, and has not much experience in actual work, we still consider.

  • Have a great ambition and ability to study the most leading-edge research by yourself and apply them to your own development.
  • Having Team work experiences with Data Scientist and AI Engineer and Having Leadership to lead project members.
  • Have technical skills and creativity to build new technologies from scratch by yourself if it is necessary but does not exist yet.
  • Adapt yourself to our working culture in a team such as discussion or sharing together. Personality is preferred. Excellent person has a variety of personalities. However, being able to work only on your own becomes a problem.
  • Have experiences in research and study related to Statistical Mathematic such as Regression analysis, SVM or Information theory.
  • Have taken part in research/business about AI, Machine Learning, Natural language processing (NLP), Neural network and so on.
  • Have experiences in research and study related to Engineering and Science, Econometrics, Behavior Psychology, Medical Statistic and so on.
  • Have working experiences in Statistical Analysis or Data Scientist.
  • In AI development, Trial & Error repeats many times to solve the problem with unclear specification or unfixed answer (result). For this reason, we are looking for the individual with the following requirements:
    • Be agile in the cycle of Trial & Error (speed of use your thought in code)
    • Be concerned with even small issues/ problems and solve all problems efficiently by your logical thought.
    • Be curious about knowledge. The person who is greatly interested in and curious about knowledge surely grows the most.
  • Have deep experiences in research.
  • English skill: Be able to use your English reading skill to gain information related to AI.

More on MTI – what is it like to work in MTI?

At MTI Technology, our goal is to empower every individual to learn, discover, be able to communicate openly and honestly to create the best services based on effective teamwork.