Meet Google's AI Translator: Translatotron

Andy Charters
.
August 18, 2023
Tech News

Although Google Translate has helped bridge language barriers for years, it still received more than enough criticism due to its inaccurate translations. And Google’s response? Develop a new system: Google’s AI translator dubbed the Translatotron.

Before getting to know the Translatotron, here’s a quick breakdown on what has led to its development.

A departure from speech-to-text to text-to-speech conversion

Before Google’s AI translator came into the picture, the Google Translate app has been the go-to tool to fill the language gap for years. This app was commonly used for travelling purposes as it can automatically translate unfamiliar signs and instructions into the user’s known language.  

When Google’s first translator launched in 2006, the app used statistical machine translation. It was a cascade of systems broken into three separate components:

  1. Automatic speech recognition to transcribe the speech into text
  2. Machine translation from the transcribed text into a certain language
  3. Text-to-speech synthesis (TTS) to generate speech in the target language from the translated text

During the translation process, the system gathers data transcripts from the UN and European Parliament, looking for patterns to find the best translation. Although this three-step process has done very well in many of Google’s speech-to-speech products like Google Translate, its translations were inaccurate and needed improvements.

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A shift to direct speech-to-speech translation

More recently, Google has ventured off to using a neural machine translation. It is a sequence-to-sequence model that produces direct speech-to-speech translation without having to go through the three-step translation process.

The new system uses a vast artificial neural network to predict the likelihood of a sequence of words in one single integrated model.

Unlike the previous method of translation, the new system:

  • Translates sentences as a whole, instead of piece by piece or word by word.
  • Uses a broader context to help figure out the most relevant translation.
  • Rearranges and adjusts the text to create a more human-like response.

Implementing the neural network into Google’s translation processes helps the app skip over a few steps like translating audio to text and back again, thus, systematically processing translations at a faster rate.

Along with a more efficient system, Google’s prototype AI translator can encode speech and preserve the original speaker’s voice. The Translatotron aims to bridge the language gap more efficiently.

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Here’s what you need to know about the Translatotron

 

According to Google’s blog on the new AI translator, the development of the Translatotron started in 2016. It intends to create an end-to-end-sequence model for speech-to-text translation.

The new system aims to provide several advantages that make the translation process much simpler over the cascaded systems used previously. Such advantages include:

  • Faster translation process
  • Ability to avoid compounding errors between recognition and translation
  • Ability to accurately retain the voice of the original speaker after translation
  • Detection and handling of words that do not need to be translated

The Translatotron aims to take translating technology a step further by proving that “a single sequence-to-sequence model can directly translate speech from one language into speech in another language,” as stated in the blog.

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How will Google’s AI Translator sound like?

As the Translatotron is based on a sequence-to-sequence network, it takes its source from spectrograms (visual representations of sound frequencies) as input and then analyses the spectrograms using a neural vocoder (a voice encoder) which converts output spectrograms to the target language.

The spectrogram will then be converted to an audio wave which is ready to be played. And with this audio, the original speaker’s vocal characteristics will be layered back into the final audio output.

Translatotron’s speech-to-speech capabilities include measuring the BLEU (Bilingual Evaluation Understudy) score. BLEU is the algorithm for evaluating the quality of the text. The translated content is then computed by a speech recognition system to transcribe the text.

Here's what it could sound like

This is how Google’s AI Translator is predicted to sound like in comparison to Google Translate. All sound clips are from google-research.github.io

As of now, there are only a few text-to-speech translation apps similar to Google Translate that are currently out in the market such as SayHi, iTranslate, TripLingo, and Microsoft Translator. All of which still lack the human-like characteristics that could hinder the flow of a conversation between individuals.

However, with Google’s AI translator—Translatotron, we have hope that conversations between two different languages can be made possible, navigating through foreign lands can be a lot easier, and strong bonds among like-minded individuals despite the language barrier could be formed.

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Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineering teams and grow their CV and skill-set. 

We pride ourselves on being a supportive, cutting-edge workplace that continuously invests in staff development, engagement, and well-being. We provide security, career paths, individual training programs, and mentoring.

POST DATE
July 29, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Data Warehouse and Analytics Specialist

POST DATE
July 26, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Salesforce Developer

POST DATE
July 25, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Business Development Representative

We are seeking a motivated and dynamic Business Development Representative to join our team. This role is crucial for driving our business growth by identifying potential clients, conducting direct outreach, and setting appointments for our sales team. The ideal candidate will have a strong passion for sales, a successful track record of achievement, excellent communication skills, and the ability to thrive in a fast-paced environment.

POST DATE
July 23, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Fullstack Developer (FE Focus)

We are seeking a Fullstack Developer with a strong emphasis on front-end development and user experience to join our team. This role requires a balance of front-end and back-end skills, with a preference for candidates who excel in creating visually appealing and user-friendly interfaces.

POST DATE
July 22, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Project Manager

We are seeking an experienced IT Project Manager to oversee the planning, implementation, and tracking of IT projects. The ideal candidate will have strong technical skills combined with excellent leadership abilities to ensure projects are completed on time, within scope, and within budget

POST DATE
July 18, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Software Engineer

  • Skills: PHP, SQL, JavaScript, some .Net
  • Remote or Makati Offices (Your choice)    
  • Competitive Salary 
  • Philippines Benefits + HMO
  • Shift: Mid-shift
  • Position: Full-time

POST DATE
July 17, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Full Stack .NET Developer

POST DATE
July 9, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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QA Automation Engineer

We are looking for a talented Software Tester to join our expanding QA team. You will be working as part of a highly skilled team, helping build high-quality interactive web and mobile applications. You will work on implementing automation tests for our products to make sure they are kept robust.

POST DATE
July 2, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Quality Assurance Engineer

POST DATE
June 25, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Android Developer

POST DATE
September 27, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Full Stack .Net Developer

As a Full-Stack Developer, you will play a pivotal role in advancing our core product, which is market-ready and positioned for continuous improvement and innovation. You will be integral to the entire development lifecycle, enhancing existing features and deploying new functionalities. You will stay abreast of industry trends to continuously innovate and improve our product, taking ownership of projects from conception through to implementation.

POST DATE
June 25, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior IOS Developer

As an iOS Developer, you lead technical excellence and management within our team on a leading VOD platform. You ensure iOS projects are delivered on time and within budget while providing clear solutions to complex technical issues. Your role fosters innovation and excellence through the adoption of new technologies and best practices, supporting the team to produce top-tier work.

POST DATE
June 21, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Software QA Test Engineer (Manual)

This role will be to collaborate on the Quality Assurance of the company’s application, whilst also taking responsibility for the back-end architecture. You will assume responsibility for a wide range of activities that will include candidate support, client and integration support activities, and project-based work to improve our overall effectiveness

POST DATE
June 21, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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QA Engineer

As a QA Engineer, the ideal candidate will have a strong background in both manual and automated testing, with a focus on mobile and web applications. This role involves working closely with developers, product owners, and UX/UI designers to ensure the highest quality of our software products.

POST DATE
June 21, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Full Stack Shopify Developer

POST DATE
June 20, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Video Editor

We seek a Video Editor with a strong creative eye. You'll create high-quality YouTube videos, repurpose content, and streamline workflows using Adobe Premiere, Frame.io, CapCut, and other AI tools to maximize your video editing efforts. You will create videos on a weekly basis for our company and our CEO's personal brand. The job is completely remote, but we have offices in Makati, where you might be asked to join us occasionally for team gatherings.

This is an exciting opportunity for a video editor who has a growth mindset, who takes pride in their work and enjoys working from the comfort of their home.

POST DATE
June 18, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Developer - Zuora Subscription Billing

As a Senior Developer specializing in Zuora Subscription Billing, you will be responsible for the design, development, and maintenance of Zuora Subscription Billing solutions to support our subscription-based business model. You will work closely with cross-functional teams to understand business requirements and implement solutions that align with the company's objectives.

POST DATE
June 17, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Backend Engineer

Cloud Employee is a UK-owned Philippines business established 8 years ago.We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineering teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement, and well-being. We provide security, career paths, individual training programs, and mentoring.

POST DATE
June 14, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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FileVine Consultant

POST DATE
June 13, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Back End Developer (Python)

Writing scalable, robust, testable, efficient, and easily maintainable code. Translating software requirements into stable, working, high performance software. Playing a key role in architectural and design decisions, building toward an efficient microservices distributed architecture.
POST DATE
June 10, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Head of Growth Marketing

Cloud Employee is building a ‘Future of Work’ AI driven talent tech platform in the remote software engineer staffing space. 

In this strategic and hands-on creative role, you'll have the opportunity to shape the narrative of remote work and impact the tech industry at a global scale. 

With team members across the US, LATAM, Europe and Asia - we’re on a mission to bridge the talent gap with our matching platform and employee experience programs.

We need your storytelling strategy skills to ‘share the journey’ and the human stories behind our business

POST DATE
May 1, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Software QA Test Engineer

Cloud Employee, is a UK owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being a supportive and cutting edge workplace continuously investing in staff development, engagement and well-being. We provide security, career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior/Team Lead Full-Stack PHP Developer

Cloud Employee is a fast-growing UK-managed offshore recruitment and staffing company in the Philippines. We tackle the growing global IT skills shortage by connecting tech companies based in Europe, the US, and Australia to our pool of expert software developers in the country.

We are now seeking a passionate Senior/Team Lead Full-Stack PHP Developer to join our team of skilled talents. This is an excellent opportunity to join a fun and dynamic work environment and to significantly advance your career.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior/Lead Backend Developer - Brazil

Cloud Employee is a UK-owned business established 8 years ago. We connect high-performing software engineer talent worldwide with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines and Brazil as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being a supportive and cutting edge workplace continuously investing in staff development, engagement and well-being. We provide security, career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
Apply

Senior/Lead Backend Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior UI Developer with Umbraco

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Software Engineer (VB6)

Cloud Employee is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineering teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement, and well-being. We provide security, career paths, individual training programs, and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Python Developer

Cloud Employee, is a UK owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being a supportive and cutting edge workplace continuously investing in staff development, engagement and well-being. We provide security, career paths, along with individual training programs and mentoring.

POST DATE
August 12, 2024
WORK LOCATION
Remotely
JOB TYPE
Full Time
Apply

Senior /Lead Fullstack Developer - Brazil

Cloud Employee is a UK-owned business established 8 years ago. We connect high-performing software engineer talent worldwide with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines and Brazil as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being a supportive and cutting edge workplace continuously investing in staff development, engagement and well-being. We provide security, career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Integrations Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Integration Backend Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Fullstack Python Developer with React

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Fullstack PHP Laravel Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Fullstack Engineer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Frontend Developer (React)

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior NET Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.
POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior DevOps Engineer

Cloud Employee, is a UK owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being a supportive and cutting edge workplace continuously investing in staff development, engagement and well-being. We provide security, career paths, along with individual training programs and mentoring.

Our Client

A leading UK-company that specializes in providing foreign currencies solutions

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Robotics Software Engineer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

A completely integrated innovation studio within the corporate framework, with a primary emphasis on making the future of the food industry accessible to all. Their core objective is to discover, create, and expand tailored automation remedies, utilizing a team of proficient individuals covering domains like engineering, robotics, and artificial intelligence. Our central mission revolves around constructing automation technology solutions that empower individuals to achieve greater feats.

Position Summary

In your role as a Robotics Software Engineer, your expertise in Robotic Software Engineering will be the key to your success. Collaborating with our skilled team, you'll play a pivotal role in advancing our cutting-edge product development accelerator. Your responsibilities will involve crafting, programming, and evaluating top-notch software essential for ensuring the dependable and secure operations of commercial robots.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Senior Python Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Python Developer (Senior Level)

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
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Python Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Perl Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Mid-Senior Mechanical Engineer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

A completely integrated innovation studio within the corporate framework, with a primary emphasis on making the future of the food industry accessible to all. Their core objective is to discover, create, and expand tailored automation remedies, utilizing a team of proficient individuals covering domains like engineering, robotics, and artificial intelligence. Our central mission revolves around constructing automation technology solutions that empower individuals to achieve greater feats.

Position Summary

The position of Mechanical Engineer corresponds to a mid-level role. An ideal candidate for this position possesses robust practical expertise in various technical systems. The responsibilities encompass a combination of individual input within projects and actively leading teams towards achieving a remarkable standard of technical proficiency.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Mid-Senior Industrial Design Engineer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

A completely integrated innovation studio within the corporate framework, with a primary emphasis on making the future of the food industry accessible to all. Their core objective is to discover, create, and expand tailored automation remedies, utilizing a team of proficient individuals covering domains like engineering, robotics, and artificial intelligence. Our central mission revolves around constructing automation technology solutions that empower individuals to achieve greater feats.

Position Summary

In the role of an Industrial Design Engineer with a focus on cobotics, you will assume a crucial position in envisioning, crafting, and honing both the tangible and operational facets of our collaborative robotic solutions. Your collaboration will extend to cross-functional groups, including mechanical engineers, software developers, and UX designers, in the pursuit of devising cobotic systems centered around users. These systems will redefine effectiveness and safety within industrial settings.

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Backend Python Developer

Cloud Employee, is a UK owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being a supportive and cutting edge workplace continuously investing in staff development, engagement and well-being. We provide security, career paths, along with individual training programs and mentoring.

A top rated and state of the art cloud based video interviewing solutions company based in the UK catering to over 5000 prominent companies around the world such as Samsung, Uber, Boohoo, Coinbase, 7-Eleven and many more.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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CNC Machinist

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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CRM Data Specialist (MS Dynamics 365)

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Electrical Engineer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

A completely integrated innovation studio within the corporate framework, with a primary emphasis on making the future of the food industry accessible to all. Their core objective is to discover, create, and expand tailored automation remedies, utilizing a team of proficient individuals covering domains like engineering, robotics, and artificial intelligence. Our central mission revolves around constructing automation technology solutions that empower individuals to achieve greater feats.

Position Overview

In the role of an Electrical Engineer, your expertise and proficiency in designing electrical-mechanical systems will be a key asset, enabling you to stand out. Collaborating with our skilled team, you will play a vital role in expediting product development processes.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Front-End Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
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Full Time
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Front End React Developer

Cloud Employee is a fast-growing UK-managed offshore recruitment and staffing company in the Philippines. We tackle the growing global IT skills shortage by connecting tech companies based in Europe, the US, and Australia to our pool of expert software developers in the country.

We are now seeking a passionate Front End React Developer to join our team of skilled talents. This is an excellent opportunity to join a fun and dynamic work environment and to significantly advance your career.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Frontend Developer (NextJS and React)

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Full Time
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Frontend Developer (Senior)

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
WORK LOCATION
Remotely
JOB TYPE
Seasonal
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Frontend React Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

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Full-Stack Developer

Cloud Employee is a fast-growing UK-managed offshore recruitment and staffing company in the Philippines. We tackle the growing global IT skills shortage by connecting tech companies based in Europe, the US, and Australia to our pool of expert software developers in the country.

We are now seeking a passionate Full-Stack Developer to join our team of skilled talents. This is an excellent opportunity to join a fun and dynamic work environment and to significantly advance your career.

POST DATE
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Full Time
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Full-Stack Laravel/Vue Developer (Jr to Mid)

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring.

POST DATE
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Full Time
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Full Stack .Net Developer

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineering teams and grow their CV and skill-set.We pride ourselves on being a supportive and cutting-edge workplace that continuously invests in staff development, engagement, and well-being. We provide security, and career paths, along with individual training programs and mentoring.

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Full-Stack Node/VueJS Developer (Mid - Senior)

Cloud Employee, is a UK-owned Philippines business established 8 years ago. We connect high-performing software engineer talent in the Philippines with some of the world’s leading and most innovative tech companies. Developers join to work from the Philippines as part of international engineer teams and grow their CV and skill-set.

We pride ourselves on being supportive and cutting-edge work that continuously invests in staff development, engagement and well-being. We provide security, and career paths, along with individual training programs and mentoring

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Meet Google's AI Translator: Translatotron

March 26, 2024

Although Google Translate has helped bridge language barriers for years, it still received more than enough criticism due to its inaccurate translations. And Google’s response? Develop a new system: Google’s AI translator dubbed the Translatotron.

Before getting to know the Translatotron, here’s a quick breakdown on what has led to its development.

A departure from speech-to-text to text-to-speech conversion

Before Google’s AI translator came into the picture, the Google Translate app has been the go-to tool to fill the language gap for years. This app was commonly used for travelling purposes as it can automatically translate unfamiliar signs and instructions into the user’s known language.  

When Google’s first translator launched in 2006, the app used statistical machine translation. It was a cascade of systems broken into three separate components:

  1. Automatic speech recognition to transcribe the speech into text
  2. Machine translation from the transcribed text into a certain language
  3. Text-to-speech synthesis (TTS) to generate speech in the target language from the translated text

During the translation process, the system gathers data transcripts from the UN and European Parliament, looking for patterns to find the best translation. Although this three-step process has done very well in many of Google’s speech-to-speech products like Google Translate, its translations were inaccurate and needed improvements.

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A shift to direct speech-to-speech translation

More recently, Google has ventured off to using a neural machine translation. It is a sequence-to-sequence model that produces direct speech-to-speech translation without having to go through the three-step translation process.

The new system uses a vast artificial neural network to predict the likelihood of a sequence of words in one single integrated model.

Unlike the previous method of translation, the new system:

  • Translates sentences as a whole, instead of piece by piece or word by word.
  • Uses a broader context to help figure out the most relevant translation.
  • Rearranges and adjusts the text to create a more human-like response.

Implementing the neural network into Google’s translation processes helps the app skip over a few steps like translating audio to text and back again, thus, systematically processing translations at a faster rate.

Along with a more efficient system, Google’s prototype AI translator can encode speech and preserve the original speaker’s voice. The Translatotron aims to bridge the language gap more efficiently.

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Here’s what you need to know about the Translatotron

 

According to Google’s blog on the new AI translator, the development of the Translatotron started in 2016. It intends to create an end-to-end-sequence model for speech-to-text translation.

The new system aims to provide several advantages that make the translation process much simpler over the cascaded systems used previously. Such advantages include:

  • Faster translation process
  • Ability to avoid compounding errors between recognition and translation
  • Ability to accurately retain the voice of the original speaker after translation
  • Detection and handling of words that do not need to be translated

The Translatotron aims to take translating technology a step further by proving that “a single sequence-to-sequence model can directly translate speech from one language into speech in another language,” as stated in the blog.

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How will Google’s AI Translator sound like?

As the Translatotron is based on a sequence-to-sequence network, it takes its source from spectrograms (visual representations of sound frequencies) as input and then analyses the spectrograms using a neural vocoder (a voice encoder) which converts output spectrograms to the target language.

The spectrogram will then be converted to an audio wave which is ready to be played. And with this audio, the original speaker’s vocal characteristics will be layered back into the final audio output.

Translatotron’s speech-to-speech capabilities include measuring the BLEU (Bilingual Evaluation Understudy) score. BLEU is the algorithm for evaluating the quality of the text. The translated content is then computed by a speech recognition system to transcribe the text.

Here's what it could sound like

This is how Google’s AI Translator is predicted to sound like in comparison to Google Translate. All sound clips are from google-research.github.io

As of now, there are only a few text-to-speech translation apps similar to Google Translate that are currently out in the market such as SayHi, iTranslate, TripLingo, and Microsoft Translator. All of which still lack the human-like characteristics that could hinder the flow of a conversation between individuals.

However, with Google’s AI translator—Translatotron, we have hope that conversations between two different languages can be made possible, navigating through foreign lands can be a lot easier, and strong bonds among like-minded individuals despite the language barrier could be formed.

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