Holmusk, a 2019 World Economic Forum Technology Pioneer, is building a leading real-world evidence platform in mental health. We leverage data and advanced analytics to accelerate research and improve outcomes in psychiatry across pharma, healthcare providers, and payers.

We are seeking an experienced NLP expert for the Senior Data Scientist (NLP) position. The position will serve as the in-house expert for NLP algorithms applied to healthcare problems and would be responsible for driving the custom NLP projects/ solutions for enrichment of Holmusk’s real world behavioral health database. If this description excites you, come join a diverse and collaborative team of engineers, designers, data scientists, health and business professionals who are passionate about improving healthcare.

Responsibilities

• Comprehend requirements for extraction of specific data from unstructured clinician's notes and be responsible for the complete life cycle of NLP model development, from problem definition and data collection to model training, validation, and deployment.
• Work on developing NLP models in collaboration with junior data scientists which encompasses code review, maintenance of code repositories and code/ model versioning.
• Work closely with cross-functional teams, including engineers, clinicians, and product managers, to integrate NLP solutions into broader systems and applications.
• Responsible for creating material including model insights, use cases and publications as required by managers, and ensuring scientific rigor in model development.

What We're Looking For

• Master's or Ph.D. in Computer Science, Data Science,Statistics, Applied Mathematics, Bioengineering or related fields from recognised institutes.
• Proven work experience of 3+ years in handling NLP projects.
• Proficient in Python/SQL, solid programming skills.
• Candidate with at least 3 to 4 years of experience in handling end to end NLP projects.
• Proven hands-on experience in pre-training, fine-tuning of large language models like BERT, GPT, Llama etc. for NLP tasks like information extraction, NER and text classification.
• Experience with continuous integration and deployment pipelines for machine learning/deep learning models.
• Good working knowledge of tools and frameworks, including but not limited to TensorFlow, PyTorch, AWS, MLOps, Docker, Lang Chain Agents, and other relevant technologies.
• Candidate who can stay abreast of the latest advancements in NLP and related tools and integrate them into the development process when applicable.

Preferred Skills

• Experience with generative AI and other specialized NLP techniques like prompt engineering, RAG etc.
• Knowledge of best practices in model explainability and interpretability especially in healthcare/biomedical domain.

At Holmusk we take pride in our diverse workforce and inclusive culture. We believe it takes all kinds of people to build the best products and bring real change to the healthcare space.

Project Overview

We are seeking one or more Postdoctoral Associates, Research Engineers, or Research Scientists in social sciences or related fields to join a project on “Designing human-AI teams.” The project is part of a five-year research program on "Mens, Manus and Machina—How AI Empowers People, Institutions and Cities in Singapore (M3S)."

Successful applicants for this position will have the opportunity to work on cutting-edge, interdisciplinary projects that aim to dramatically rethink how people and AI systems will work together in the future. To do this, the project seeks to build a strong scientific foundation for how AI can augment (as opposed to replace) humans.

One important goal of the project is to develop a rich taxonomy of activities that can be performed by human-AI teams. Like mapping the plants and animals on an unexplored continent, the work will involve cataloging many (a) activities and (b) possible human-computer processes for performing these activities.

To do this, we will develop knowledge bases that include (1) descriptions of many different types of activities and processes, and (2) classifications of these descriptions into taxonomies that range from very general types of activities to very specific ones.

Then, using these knowledge bases, we will develop AI tools to automatically generate promising ways of combining humans and AI systems to perform different tasks. In the long run, we believe these tools will help rapidly (a) identify use cases for new AI capabilities, (b) specify effective processes and task allocations to humans and computers in a given situation, and (c) identify innovative ways to combine people and AI to solve business and societal problems.

The T6 team is led by distinguished scholars, including Profs. Thomas Malone, Daniela Rus, and Abdullah Almaatouq from MIT; and Profs. Marcelo Ang and Bryan Low from the National University of Singapore; and will be assisted by Prof. Archan Misra from Singapore Management University.

Job Description

Successful candidates for this job will participate in one or more activities like the following:

• Developing descriptions of current or potential activities and processes based on techniques such as: interviews, surveys, field studies, ethnographic observations, and literature reviews.
• Making editorial decisions about what content to include in the knowledge base, how to present it clearly, and how to organize it in ways that are logical, comprehensive, widely understandable, intuitively appealing, and conceptually elegant.
• Using human-subject experiments and other social science methodologies (such as cluster analysis) to help improve the above activities as well as to inform and evaluate the development of software tools based on the knowledge bases being developed.
• Collaborate with the project team and other researchers to design, implement, and evaluate research projects.
• Perform other duties as needed.

Job Requirements

• Bachelor’s or Master’s degree in Social Science (such as Psychology, Sociology, Political Science, and Economics), Management, Organizational Behavior, Philosophy, Journalism, Computer Science (e.g., with a focus on Human-Computer Interaction)
• Excellent communication and collaboration skills

This role is primarily based in Singapore.

To apply, please visit our website at: https://portal.smart.mit.edu/careers/career-opportunities

Interested applicants are invited to send in their full CV/resume, cover letter and list of three references (to include reference names and contact information). We regret that only shortlisted candidates will be notified

Key Responsibilities:

• Develops diverse scope business & marketing plans, assesses market penetration and product positioning to drive competitive advantage, revenue and market share
• Conducts diverse competitive analysis for specific products or product lines. Drives Red Team Analysis
• Assists with diverse pricing strategies to build and protect a leadership position in market share while enhancing profit margins and developing marketing tools for successful product introductions
• Partners with Engineering, Manufacturing and Sales to develop new products and enhance existing products as well as communicate critical market needs and time requirements
• Understands technical and business environments. Assists with the development of strategies to meet business objectives
• Supports the Field to ensure synergistic account approaches and optimization of all opportunities for account partnership and penetration
• Manages release of diverse products through the end of their product life cycle

Desired Skills, Competencies & Experience:

• Experience with minimum 10+ years of Semiconductor industry experience.
• Demonstrates depth and/or breadth of expertise in Semiconductor Fabrication Equipment with preference to Metal Deposition, Assembly (Bonding), Wet process Products operation and business
• Experience in Advanced Packaging processes like Bump, TCB, Wafer to Wafer & Die to Wafer Hybrid Bonding, Advanced Substrates
• Customer focused - Strong business and commercial acumen with previous product leadership, management or marketing/sales experience. Experience dealing with Advanced Foundry and Memory customers a plus
• Proven Semiconductor equipment Product management experience with ability to develop and execute product strategies
• Positive can do entrepreneurial attitude that builds support
• Strong communication skills and interpersonal presence that extends confidence and humility
• Experience building and delivering executive level presentations
• Ability to innovate and solve unique and complex problems with broad impact on the business
• Critical thinking and ability to influence and communicate effectively with multiple internal stakeholders (technologists, engineering, Ops, finance, marketing, strategy).
• Ability to anticipate customer needs, business and regulatory issues; recommend product, process or service improvements
• Excellent time management and project management

Travel Requirements:

• 20 - 25%

Job Description:

• Will be trained for advanced analytical equipment operation

• Will work in lab environment and conduct analysis for various customers independently;

• Being able to prepare samples in needs and ensure the quality of the work and trouble-shoot the causes when problem occurs;

• Being able to write analytical reports;

• Spearheading all aspects of surface analysis activities for the company;

• Document new failure analysis operating procedures, training and certification specs;

• Communicate with customer for selecting proper analytical techniques and data interpretation;

• Participate in ISO17025 in maintaining the system

• Fresh graduates are welcome to apply

Job Requirements:

• Bachelor or above in Material Science, Physics, analytical Chemistry or related science;

• Team player with strong work ethic and able to thrive independently as well; strong problem-solving skills;

• Strong language and reporting skills;

Job Description：

1.Assist in collecting, organizing, and analyzing user requirements,and help grasp the product concept to achieve functional design and iterative design;

2.Communicate in real time to stay informed about the project progress, ensure timely and high-quality product launch, and continuously complete new iterations.

3.Independently complete data processing and analysis tasks, regularly conduct market research and analysis on industry trends and competitor information.

4.Promote market operation and promotion based on stage positioning.

5. Provide support for other tasks related to the product according to the real-time needs of the team.

Job Requirements：

1.Have a certain enthusiasm and understanding of the Internet industry

2.Strong logical thinking, learning ability, and initiative, willing to embrace new things.

3.Good communication skills, strong sense of responsibility, and ability to handle high work pressure.

4.Excellent written and verbal communication skills in English and Mandarin.

Job Description：

1.Assist in collecting, organizing, and analyzing user requirements,and help grasp the product concept to achieve functional design and iterative design;

2.Communicate in real time to stay informed about the project progress, ensure timely and high-quality product launch, and continuously complete new iterations.

3.Independently complete data processing and analysis tasks, regularly conduct market research and analysis on industry trends and competitor information.

4.Promote market operation and promotion based on stage positioning.

5. Provide support for other tasks related to the product according to the real-time needs of the team.

Job Requirements：

1.Have a certain enthusiasm and understanding of the Internet industry

2.Strong logical thinking, learning ability, and initiative, willing to embrace new things.

3.Good communication skills, strong sense of responsibility, and ability to handle high work pressure.

4.Excellent written and verbal communication skills in English and Mandarin.