Nlp And Text Classfication Ml Engineering
Found in: beBee S SG - 3 weeks ago
This description is supported by a more extensive requirements document. Overview We are looking to establish a text classification model that will create a mapping between a dictionary (JSON) of trip types with locales or destinations which are individually described in "articles" in Wiki Voyage. There are three specific outcomes that can be achieved progressively across a few sprints:
Extract and capture keywords from each WV article representing a locale Classify each locale as "a good place to visit" based on a separate set of keywords or dictionary that will provided Classify each locale as an appropriate place to experience each trip type A schema for the output to JSON documents has been defined and we will confirm with the ML engineer. Content Sources Locale content is approximately 30,000 Wiki Voyage articles will have already been "cleaned" by the time we start to minimize pre-processing. This will be confirmed, but the total corpus should not exceed 1 Gb Trip Type dictionary is a JSON document with a consistent structure to facilitate extraction of keywords and phrases "Good Place to Visit" keyword list Implementation We anticipate organizing the work along a few short sprints that align the outputs and a logical NLP/text classification process, but will perform final planning to confirm this with the ML engineer. The model will be implemented in AWS and we would like it to be automatically retrained as new locale content is collected and as the trip type dictionary expands or is update. We will explain our architecture in order to enable this.
The developer can develop in our AWS environment or using their own tools or sandbox, but the model must run on AWS and be managed in the future based on our DevOps standards.
We will provide the content structure of the WV articles other data in S3 as well as work with the ML engineer to confirm the implementation and configuration within our AWS environment. Skills and Collaboration Knowledge and experience performing text classification modeling and putting into production (working an architect and cloud engineer) Python to perform data source preprocessing Proactive communication and affinity for collaboration Secondary Objectives Although not part of the ML engineer\'s scope, we will be happy to have insight that will help us with our secondary objectives, including: Data Set Adjustments Insight Initial validation of the key word definition to determine approaches to enrich the Trip Type dictionary for improved mapping in future iterations
including understanding the strengths and weaknesses of the existing Wiki Voyage data and article quality and variability
key word format or structure
key words existing in nested Trip Types Gain perspective on Locale hierarchy levels at which to pursue mapping (region, country, subdivision, city, district) Consider implications for \xe2\x80\x9crelated\xe2\x80\x9d trip types Near Term Model Tuning Priorities and Opportunities Gain perspective on how Locales can be prioritized for a Trip Type Evaluate \xe2\x80\x9cgood place to visit\xe2\x80\x9d key words to determine if categories should be established Understand how to process \xe2\x80\x9cinconclusive\xe2\x80\x9d scores, for example\xe2\x80\xa6 Advanced Model Expansion Evaluate each Locale based on a combination of the two classifications Understand the relative differences, advantages, and future opportunities between Bag of Words and Word Embeddings Clarity as to the nuances of mapping to improve the model and next steps, including applying supervised learning Opportunity and considerations for adopting neural networks as a more advanced approach Architecture Standards Confirm data structure and \xe2\x80\x9cend points\xe2\x80\x9d to support Traveler interaction (associated with item above regarding form of output Begin to formalize tools and architecture that fit into the the broader platform architecture
-
Nlp And Text Classfication Ml Engineering
Found in: beBee jobs SG - 2 weeks ago
Singapore DATA DISTINCTION Full timeb'This description is supported by a more extensive requirements document. Overview We are looking to establish a text classification model that will create a mapping between a dictionary (JSON) of trip types with locales or destinations which are individually described in "articles" in Wiki Voyage. There are three specific outcomes that can be achieved...
-
AI/ML - NLP Engineer
Found in: Talent SG 2A C2 - 3 weeks ago
Singapore APPLE SOUTH ASIA PTE. LTD. Full timeRoles & ResponsibilitiesJob SummaryImagine what you could do here. At Apple, new ideas have a way of becoming great products, services, and customer experiences very quickly. Bring passion and dedication to your job and there's no telling what you could accomplish. Asia Pacific IS&T team builds systems for the most dynamic and versatile business teams at...
-
NLP Engineer Intern
2 weeks ago
Singapore Tookitaki Holding Pte. Ltd. Full timeAbout Tookitaki:At Tookitaki, we're revolutionizing financial crime detection and prevention. Our team is united in building the most intelligent fraud detection system. If you excel in working with data and algorithms and are passionate about product development and rapid iteration processes, Tookitaki could be the perfect fit for you. Join us in shaping...
-
NLP Engineer Intern
Found in: Talent SG 2A C2 - 3 weeks ago
Singapore TOOKITAKI HOLDING PTE. LTD. Full timeRoles & ResponsibilitiesAbout Tookitaki:At Tookitaki, we're revolutionizing financial crime detection and prevention. Our team is united in building the most intelligent fraud detection system. If you excel in working with data and algorithms and are passionate about product development and rapid iteration processes, Tookitaki could be the perfect fit for...
-
NLP / Data Engineer
Found in: Talent SG 2A C2 - 3 weeks ago
Singapore LAWNET TECHNOLOGY SERVICES PTE. LTD. Full timeRoles & ResponsibilitiesAbout the role:As a Data/NLP Engineer at LTS, you will play a crucial role in developing and enhancing our AI-driven products and services. We're seeking a skilled Data/NLP Engineer to join our team to develop and drive a data strategy to optimise model performance and manage the data pipelines for training and evaluating our custom...
-
NLP / Data Engineer
2 weeks ago
Singapore Lawnet Technology Services Pte. Ltd. Full timeAbout the role:As a Data/NLP Engineer at LTS, you will play a crucial role in developing and enhancing our AI-driven products and services. We're seeking a skilled Data/NLP Engineer to join our team to develop and drive a data strategy to optimise model performance and manage the data pipelines for training and evaluating our custom...
-
Singapore Agency for Science, Technology and Research (A*STAR) Full timeJob Description: The candidate needs to implement deep learning algorithms and propose novel solutions that optimize the computational efficiency for training and inference of foundation model. The candidate is expected to work as a team in problem analysis, design solutioning, conduct evaluation to build state-of-the-art foundational models and develop use...
-
NLP Algorithm Engineer
Found in: Talent SG 2A C2 - 2 weeks ago
Singapore FOURTH PARADIGM SOUTHEAST ASIA PTE. LTD. Full timeRoles & ResponsibilitiesCompany IntroductionThe Fourth Paradigm is a major player in China's intelligent decision-making market, dedicated to rapidly implementing enterprise-level artificial intelligence on a large scale. We provide technologies, products, and solutions centered around "decision-oriented AI" and "generative AI", facilitating the digital...
-
Senior Research Engineer
2 weeks ago
Singapore Agency for Science, Technology and Research (A*STAR) Full timeJob Description: The candidate needs to implement deep learning algorithms and propose novel solutions that optimize the computational efficiency for training and inference of foundation model. The candidate is expected to work as a team in problem analysis, design solutioning, conduct evaluation to build state-of-the-art foundational models and develop use...
-
NLP Algorithm Engineer
2 weeks ago
Singapore Fourth Paradigm Southeast Asia Pte. Ltd. Full timeCompany IntroductionThe Fourth Paradigm is a major player in China's intelligent decision-making market, dedicated to rapidly implementing enterprise-level artificial intelligence on a large scale. We provide technologies, products, and solutions centered around 'decision-oriented AI' and 'generative AI', facilitating the digital transformation of...
-
Singapore Agency for Science, Technology and Research (A*STAR) Full timeJob Description: The candidate needs to research and develop cutting-edge multimodal (speech-text) foundation model, define, develop novel deep learning techniques to achieve and advance SOTA accuracy with real-time performance. The candidate will have to collaborate with other research scientists and engineers to apply the foundation model for identified...
-
Research Fellow
2 weeks ago
Singapore NTU (Nanyang Technology University- Main Office-HR) Full timeThe School of Computer Science and Engineering (SCSE) invites applications for the position of Research Fellow. Key Responsibilities: Research and develop novel ML-based methodologies and algorithms for multilingual and multimodal deep learning systems for NLP.Working closely with other Postdoc/RA/PhD students to discuss the ideas and implement the...
-
Algorithm Engineer
Found in: Talent SG 2A C2 - 2 weeks ago
Singapore TIKTOK PTE. LTD. Full timeRoles & ResponsibilitiesTikTok will be prioritizing applicants who have a current right to work in Singapore, and do not require TikTok's sponsorship of a visa.TikTok is the leading destination for short-form mobile video. Our mission is to inspire creativity and bring joy. TikTok has global offices including Los Angeles, New York, London, Paris, Berlin,...
-
Algorithm Engineer
Found in: Talent SG 2A C2 - 3 weeks ago
Singapore TIKTOK PTE. LTD. Full timeRoles & ResponsibilitiesTikTok will be prioritizing applicants who have a current right to work in Singapore, and do not require TikTok's sponsorship of a visa.TikTok is the leading destination for short-form mobile video. Our mission is to inspire creativity and bring joy. TikTok has global offices including Los Angeles, New York, London, Paris, Berlin,...
-
NLP Researcher
2 weeks ago
Singapore Byte Dance Full timeResponsibilitiesAbout ByteDance Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok, Helo, and Resso, as well as platforms specific to the China market, including Toutiao, Douyin, and Xigua, ByteDance has made it easier and more fun for people to connect with, consume,...
-
NLP Researcher, Machine Translation
2 weeks ago
Singapore Byte Dance Full timeResponsibilitiesAbout ByteDance Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok, Helo, and Resso, as well as platforms specific to the China market, including Toutiao, Douyin, and Xigua, ByteDance has made it easier and more fun for people to connect with, consume,...
-
Data Science Intern
Found in: beBee jobs SG - 2 weeks ago
Singapore 6Estates Pte Ltd Full timeKEY RESPONSIBILITIES Pocessing and analysing various kinds of documents like PDFs, images, and texts. Assist Data Scientists and Engineers on system and algorithm development. Participate in developing and upgrading of our domain-specific Large Language Models (LLMs) Job Requirements Highly motivated Self-starter Initiative, sense of responsibility and...
-
Research Fellow
2 weeks ago
Singapore Nanyang Technological University Full timeThe School of Computer Science and Engineering (SCSE) invites applications for the position of Research Fellow.Key Responsibilities:Research and develop novel ML-based methodologies and algorithms for multilingual and multimodal deep learning systems for NLP.Working closely with other Postdoc/RA/PhD students to discuss the ideas and implement the system.The...
-
Research Fellow
2 weeks ago
Singapore NTU (Nanyang Technology University- Main Office-HR) Full timeThe School of Computer Science and Engineering (SCSE) invites applications for the position of Research Fellow. Key Responsibilities: Develop solutions for representation learningDevelop solutions for Natural Language GenerationWrite and publish research papers in top-tier NLP/ML conferences (ACL, ICML, NeurIPS, ICLR, EMNLP)Collaborate with other PhD...
-
NLP Researcher, Machine Translation
Found in: Talent SG 2A C2 - 3 weeks ago
Singapore BYTEDANCE PTE. LTD. Full timeRoles & ResponsibilitiesAbout ByteDanceFounded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok, Helo, and Resso, as well as platforms specific to the China market, including Toutiao, Douyin, and Xigua, ByteDance has made it easier and more fun for people to connect with,...