Data Scientist - Machine Learning & MLOps | Healthcare Analytics

at Sentiaflow

Data Scientist - Machine Learning & MLOps | Healthcare Analytics

Sentiaflow

Company

Home

Data Scientist - Machine Learning & MLOps | Healthcare Analytics

at Sentiaflow

Posted by Sonal Agarwal

2 - 4 yrs

₹30L - ₹40L / yr

Remote, Delhi, Gurugram, Noida, Ghaziabad, Faridabad, Pune

Skills

databricks

MLFlow

Python

BERT

Large Language Models (LLM) tuning

Trial2Vec

We are looking for a talented and driven Data Scientist to join our growing Analytics team in India. In this role, you will work at the intersection of advanced machine learning, scalable MLOps infrastructure, and domain-specific healthcare analytics. You will collaborate closely with cross-functional teams to build, deploy, and maintain production-grade ML models that drive real-world impact in clinical trials and healthcare operations.

KEY RESPONSIBILITIES

End-to-End ML Development

• Design, build, and optimize predictive models across the full ML lifecycle—from data ingestion to model serving.

• Conduct rigorous Exploratory Data Analysis (EDA) to surface insights and drive feature engineering decisions.

• Validate model performance using appropriate statistical techniques and domain knowledge.

MLOps & Production Deployment

• Deploy, monitor, and maintain production-grade ML models using Databricks MLFlow endpoints and Unity Catalog.

• Implement CI/CD pipelines for model versioning, experiment tracking, and automated retraining.

• Ensure model reliability, observability, and performance in live production environments.

Language Models & LLM Applications

• Apply transformer-based models (BERT, ClinicalBERT, Trial2Vec) for NLP tasks including classification, NER, and information extraction.

• Build and maintain vector similarity search pipelines for semantic retrieval and recommendation use cases.

• Fine-tune pre-trained models for domain-specific applications in clinical and healthcare contexts.

• Support exploratory work around LLM integration and prompt engineering for internal tooling.

Domain-Driven Analytics

• Apply advanced analytics within complex healthcare and clinical trial datasets—including patient records, trial protocols, and adverse event data.

• Translate ambiguous business problems into structured analytical frameworks with measurable outcomes.

• Partner with domain experts, product managers, and engineering teams to deliver data-driven solutions.

REQUIRED QUALIFICATIONS

Education

• Bachelor’s or Master’s degree in Computer Science, Statistics, Mathematics, Bioinformatics, or a closely related field.

Experience

• 2–4 years of hands-on experience in a data science or machine learning role.

• Demonstrable experience deploying ML models in production environments (not just prototyping).

Technical Skills

• Strong proficiency in Python (pandas, NumPy, scikit-learn, PyTorch / TensorFlow).

• Experience with Databricks, MLFlow (experiment tracking, model registry, endpoints), and Unity Catalog.

• Hands-on experience with BERT-family models and Hugging Face Transformers library.

• Familiarity with vector databases (e.g., FAISS, Pinecone, Weaviate) and embedding-based retrieval.

• Solid understanding of SQL and working with large structured/unstructured datasets.

• Exposure to cloud platforms (AWS / GCP / Azure) and distributed computing frameworks (Spark).

GOOD TO HAVE

• Prior experience with clinical trial data standards (CDISC, CDASH, SDTM) or healthcare ontologies (SNOMED, ICD-10).

• Familiarity with Trial2Vec or similar trial-to-vector embedding approaches.

• Experience with LLM fine-tuning, RAG pipelines, or prompt engineering in a production setting.

• Knowledge of regulatory and compliance considerations in healthcare AI (e.g., FDA guidelines, HIPAA).

• Contributions to open-source ML projects or published research.

THIS ROLE IS NOT FOR YOU IF…

• You have strong SQL/BI skills but limited hands-on ML modelling experience — or you’ve built models only in notebooks without ever deploying them to production.

• Your LLM exposure is limited to API calls and prompt engineering — with no experience fine-tuning models, working with embeddings, or building vector search pipelines.

KEY RESPONSIBILITIES

End-to-End ML Development

• Design, build, and optimize predictive models across the full ML lifecycle—from data ingestion to model serving.

• Conduct rigorous Exploratory Data Analysis (EDA) to surface insights and drive feature engineering decisions.

• Validate model performance using appropriate statistical techniques and domain knowledge.

MLOps & Production Deployment

• Deploy, monitor, and maintain production-grade ML models using Databricks MLFlow endpoints and Unity Catalog.

• Implement CI/CD pipelines for model versioning, experiment tracking, and automated retraining.

• Ensure model reliability, observability, and performance in live production environments.

Language Models & LLM Applications

• Apply transformer-based models (BERT, ClinicalBERT, Trial2Vec) for NLP tasks including classification, NER, and information extraction.

• Build and maintain vector similarity search pipelines for semantic retrieval and recommendation use cases.

• Fine-tune pre-trained models for domain-specific applications in clinical and healthcare contexts.

• Support exploratory work around LLM integration and prompt engineering for internal tooling.

Domain-Driven Analytics

• Apply advanced analytics within complex healthcare and clinical trial datasets—including patient records, trial protocols, and adverse event data.

• Translate ambiguous business problems into structured analytical frameworks with measurable outcomes.

• Partner with domain experts, product managers, and engineering teams to deliver data-driven solutions.

REQUIRED QUALIFICATIONS

Education

• Bachelor’s or Master’s degree in Computer Science, Statistics, Mathematics, Bioinformatics, or a closely related field.

Experience

• 2–4 years of hands-on experience in a data science or machine learning role.

• Demonstrable experience deploying ML models in production environments (not just prototyping).

Technical Skills

• Strong proficiency in Python (pandas, NumPy, scikit-learn, PyTorch / TensorFlow).

• Experience with Databricks, MLFlow (experiment tracking, model registry, endpoints), and Unity Catalog.

• Hands-on experience with BERT-family models and Hugging Face Transformers library.

• Familiarity with vector databases (e.g., FAISS, Pinecone, Weaviate) and embedding-based retrieval.

• Solid understanding of SQL and working with large structured/unstructured datasets.

• Exposure to cloud platforms (AWS / GCP / Azure) and distributed computing frameworks (Spark).

GOOD TO HAVE

• Prior experience with clinical trial data standards (CDISC, CDASH, SDTM) or healthcare ontologies (SNOMED, ICD-10).

• Familiarity with Trial2Vec or similar trial-to-vector embedding approaches.

• Experience with LLM fine-tuning, RAG pipelines, or prompt engineering in a production setting.

• Knowledge of regulatory and compliance considerations in healthcare AI (e.g., FDA guidelines, HIPAA).

• Contributions to open-source ML projects or published research.

THIS ROLE IS NOT FOR YOU IF…

• You have strong SQL/BI skills but limited hands-on ML modelling experience — or you’ve built models only in notebooks without ever deploying them to production.

• Your LLM exposure is limited to API calls and prompt engineering — with no experience fine-tuning models, working with embeddings, or building vector search pipelines.

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About Sentiaflow

Founded :

2012

Type :

Products & Services

Size :

0-20

Stage :

Bootstrapped

About

Sentiaflow is a New Delhi AI engineering company helping startups and enterprise teams hire AI engineers, build RAG pipelines, integrate LLMs, launch AI agents, and scale MLOps.

Python

NodeJS (Node.js)

duckdb

PostgreSQL

LangGraph

OpenAISDK

Candid answers by the company

What is the location preference of jobs?

Why should I join Sentiaflow ?

Delhi-NCR, Pune or Bangalore

Company social profiles

N/A

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What essential skills you need

2-4 years experience in back-end Java/J2EE application development with a clear understanding of Microservice.
Experience in developing internet web applications using Java/J2EE technologies.
Experience in different modules of Spring framework like Dependency Injection (IoC), Spring MVC, Spring ORM along with JPA.
Experience in Java Version 7.0+. Good experience with JMS, Spring & Hibernate.
Experience in identifying database solutions for a given problem, preferably MySQL (good to have)
Develop well-structured, maintainable code, delivered on time, with automated tests. We are an XP/Agile development team
Hands on experience in using Application/Web servers like JBoss and Tomcat servers. Worked on databases like Oracle & MYSQL.
Experience with e-commerce, retail, analytics, advertising, or media would be an advantage.

What are the benefits

You’ll get to work in one of the hottest & fastest growing retail technologies in Europe right now.
You’ll get paid a competitive salary & be working directly with a super experienced team of people.
You’ll get a great place to come to work every day. Varied, complex, challenging & with a great culture that you can shape & change.
*Wellness program with group health insurance
24 days leaves / vacation plan

About Increasingly

Increasingly is an award-winning, fast-growing retail technology company focused specifically on the automation of cross-selling for online retailers.

Increasingly is headquartered in London with offices in Lisbon and Bangalore. We work with clients in over 30 countries and 20 languages.

We are looking to rapidly expand our technology and product development operations in India. And we need smart, ambitious people like you who enjoy a fun yet challenging work environment.

We believe strongly that diversity and inclusion are the foundations for a lasting, incredible culture. We also believe that it’s important to get the balance right between work and life.

The job and its impact

You possess an appetite for problem-solving and critical thinking.
Back-end development is an inherently collaborative task. It can be made very difficult if there isn’t clear and concise communication within a dev team. You are a great communicator and a great developer.
You are always looking for new ways to be a better developer. You put an effort into learning and exploring the world of back-end development in your own time.
The back-end development sphere is as changeable and unpredictable as any in tech. You are someone who achieves comfort in discomfort. You are aware of the tools and new technologies that are being introduced.
You possess good technical communication skills: Can effectively communicate project needs with both front and back-end teammates.
High emotional intelligence: Self-aware and attuned to their peers’ needs.
Be the best back-end developer by sheer discipline, motivation, and effort.

What essential skills you need

2-4 years experience in back-end Java/J2EE application development with a clear understanding of Microservice.
Experience in developing internet web applications using Java/J2EE technologies.
Experience in different modules of Spring framework like Dependency Injection (IoC), Spring MVC, Spring ORM along with JPA.
Experience in Java Version 7.0+. Good experience with JMS, Spring & Hibernate.
Experience in identifying database solutions for a given problem, preferably MySQL (good to have)
Develop well-structured, maintainable code, delivered on time, with automated tests. We are an XP/Agile development team
Hands on experience in using Application/Web servers like JBoss and Tomcat servers. Worked on databases like Oracle & MYSQL.
Experience with e-commerce, retail, analytics, advertising, or media would be an advantage.

What are the benefits

You’ll get to work in one of the hottest & fastest growing retail technologies in Europe right now.
You’ll get paid a competitive salary & be working directly with a super experienced team of people.
You’ll get a great place to come to work every day. Varied, complex, challenging & with a great culture that you can shape & change.
*Wellness program with group health insurance
24 days leaves / vacation plan

Senior backend developer

at Saakh

1 recruiter

Posted by Arpit Golechha

Ahmedabad

4 - 6 yrs

₹7L - ₹12L / yr

PHP

MySQL

Laravel

CodeIgniter

MongoDB

Senior PHP Laravel Developer

Position: Senior PHP Laravel Developer
Experience Required: up to 3 years
Positions: 03

About us:

Saakh is building a social networking platform for businesses who sell on credit in order to solve for their payment collection challenges faced by every seller on a day to day basis. Our vision is to make payments collections timely and automatic for these businesses. Saakh is building a community of trustable businesses. We are building an eco-system where a business who has cheated once can never cheat again.

Job description

You will be responsible for handling entire back-end infrastructure of Saakh. You will work closely with founder and CTO to discuss the strategy and to implement the said aforesaid within the deadlines. Saakh is a fast-moving start-up who is at the early stages, timely execution is of paramount importance.

Job responsibilities

Build innovative, state-of-the-art applications.
Ensure HTML, CSS, and shared JavaScript is valid and consistent across applications.
Prepare and maintain all applications utilizing standard development tools.
Utilize backend data services and contribute to increasing existing data services API.
Lead the entire web application development life cycle right from concept stage to delivery and

post launch support.

Convey effectively with all task progress, evaluations, suggestions, schedules along with

technical and process issues.

Document the development process, architecture, and standard components.
Coordinates with co-developers and keeps project managers well informed of the status of

development effort and serves as liaison between development staff and project manager.

Keep abreast of new trends and best practices in web development.

Desired profile

Previous working experience as a Laravel developer for 4+ years.
BS/MS degree in Computer Science, Engineering, IT or similar relevant field.
In depth knowledge of object-Oriented PHP and Laravel PHP Framework.
MySQL profiling and query optimization.
Creative and efficient problem solver.
Excellent command on Core PHP and MySQL using MVC Architecture.
Excellent skills in PHP/Javascript.
Knowledge of At least one CMS (WordPress, Magento or Drupal)
Excellent of Laravel framework.
Strong object-oriented programming skills.
General knowledge of both front-end and back-end web development from a consumer.
Perspective Knowledge of eCommerce integration.
Should know about child theme and its structure.
Should know about creating plugins for theme customization
It is must to have a high sense of integrity.

Are you one of us?

We welcome you to Saakh’s family.

Senior PHP Laravel Developer

Position: Senior PHP Laravel Developer
Experience Required: up to 3 years
Positions: 03

About us:

Job description

Job responsibilities

Build innovative, state-of-the-art applications.
Ensure HTML, CSS, and shared JavaScript is valid and consistent across applications.
Prepare and maintain all applications utilizing standard development tools.
Utilize backend data services and contribute to increasing existing data services API.
Lead the entire web application development life cycle right from concept stage to delivery and

post launch support.

Convey effectively with all task progress, evaluations, suggestions, schedules along with

technical and process issues.

Document the development process, architecture, and standard components.
Coordinates with co-developers and keeps project managers well informed of the status of

development effort and serves as liaison between development staff and project manager.

Keep abreast of new trends and best practices in web development.

Desired profile

Previous working experience as a Laravel developer for 4+ years.
BS/MS degree in Computer Science, Engineering, IT or similar relevant field.
In depth knowledge of object-Oriented PHP and Laravel PHP Framework.
MySQL profiling and query optimization.
Creative and efficient problem solver.
Excellent command on Core PHP and MySQL using MVC Architecture.
Excellent skills in PHP/Javascript.
Knowledge of At least one CMS (WordPress, Magento or Drupal)
Excellent of Laravel framework.
Strong object-oriented programming skills.
General knowledge of both front-end and back-end web development from a consumer.
Perspective Knowledge of eCommerce integration.
Should know about child theme and its structure.
Should know about creating plugins for theme customization
It is must to have a high sense of integrity.

Are you one of us?

We welcome you to Saakh’s family.

Python Developer

Product / Internet / Fintech Companies

Agency job

via Archelons Consulting by Meenu Singh

Bengaluru (Bangalore)

1 - 5 yrs

₹8L - ₹25L / yr

Python

Django

Data Structures

Algorithms

Software Development

+1 more

At least 2-5 years of working experience in web services, preferably in Python
Should have built and released APIs in production
Experience working with RDBMS and NoSQL databases
Designing thoughtful, extensible data models
Knowledge of identifying, defining and building micro-services
Working knowledge of GCS, AWS, Azure or any other cloud provider
Aggressive problem diagnosis and creative problem-solving skills
Good communication skills - written and spoken

At least 2-5 years of working experience in web services, preferably in Python
Should have built and released APIs in production
Experience working with RDBMS and NoSQL databases
Designing thoughtful, extensible data models
Knowledge of identifying, defining and building micro-services
Working knowledge of GCS, AWS, Azure or any other cloud provider
Aggressive problem diagnosis and creative problem-solving skills
Good communication skills - written and spoken

UI Developer

at Meetuniversity

2 recruiters

Posted by Paritosh Gupta

Noida, NCR (Delhi | Gurgaon | Noida)

2 - 5 yrs

₹4L - ₹8L / yr

Javascript

HTML/CSS

jQuery

AJAX

AngularJS (1.x)

+3 more

MeetUniv.com(Beyond Horizons EduConnect) is a young, vibrant and fast growing VC funded company. We are incubated by one of the most premium accelerators of India. Our product offerings are redefining education marketing across international territories. We are based in Noida, India and are committed to provide awesome solutions / services to our clients. If you are looking at to redefine education marketing & want to work on amazing product offerings. Come join us. ## Front End Web Developer Job Description We are looking for a Front-End Web Developer who is motivated to combine the art of design with the art of programming. Responsibilities will include translation of the UI/UX design wireframes to actual code that will produce visual elements of the application. You will work with the UI/UX designer and bridge the gap between graphical design and technical implementation, taking an active role on both sides and defining how the application looks as well as how it works. Responsibilities Develop new user-facing features Build reusable code and libraries for future use Ensure the technical feasibility of UI/UX designs Optimize application for maximum speed and scalability Assure that all user input is validated before submitting to back-end Collaborate with other team members and stakeholders Stay up-to-date on emerging technologies Skills And Qualifications Min 2 years’ experience in a design related position in organization with experience to include 3+ years hands-on experience HTML5, CSS3 & javascript You must have prior experience in designing and implementing highly scalable web applications Proficient understanding of web markup, including HTML5, CSS3 Proficient understanding of client-side scripting and JavaScript frameworks, including jQuery You have in-depth experience with a framework like AngularJS(2), Backbone.js, or React. You have a diverse technical background. You’re a developer, not just a front-end developer. You know the difference between ECMAScript and JavaScript, AMD and are proud (or slightly ashamed) of it. You must a experience with tools like Grunt, Gulp, Yeoman, Bower, Karma, Jasmine/Mocha, with basic understanding of server-side CSS pre-processing platforms, such as LESS and SASS Ability to work in a complex environment. Self-starter who can work without a lot of supervision or direction, willing to make decisions without checking with others. You strive to write code that lasts for years, not months. You should have experience leading multiple projects, both large and small projects including consumer web applications and data integration projects. You have a ability to delegate work and mentor the development team. Experience estimating work, planning, organization and implementing complex software projects Proficient understanding of code versioning tools, such as Git Comfortable working in a fast-paced, results-oriented environment Commitment to and hands-on experience in performing technical code reviews We love programmers who share our philosophy of “Automate Everything” Challenge: pipe-run Juno ( Meetuniversity bot ) which helps us in our cool endeavour. We take his recommendation pretty seriously. He's put together a page from where you can get your recommendation. https://mu-juno.github.io/pipe-run/ Apply at connect@meetunviersity.com with "Recommended" as the first word in the subject line, and include a link to Juno's recommendation page in the body (hopefully a link that leads to a page where you are the one being recommended!) The page carries a bug which can be used to trick Juno's buggy code into recommending you. The url needs to be sent along with the body of the mail for job application. Juno recommends me! https://mu-juno.github.io/pipe-run/...something... Outcome: The url will be unique for each candidate and the message will contain the recommendation from juno. … the rest of your cover letter … In addition to including the link, use the body of the email to explain why you would be a good fit for this job. You should also include a link to your current resume, or attach a version in Plain Text or PDF format.

MeetUniv.com(Beyond Horizons EduConnect) is a young, vibrant and fast growing VC funded company. We are incubated by one of the most premium accelerators of India. Our product offerings are redefining education marketing across international territories. We are based in Noida, India and are committed to provide awesome solutions / services to our clients. If you are looking at to redefine education marketing & want to work on amazing product offerings. Come join us. ## Front End Web Developer Job Description We are looking for a Front-End Web Developer who is motivated to combine the art of design with the art of programming. Responsibilities will include translation of the UI/UX design wireframes to actual code that will produce visual elements of the application. You will work with the UI/UX designer and bridge the gap between graphical design and technical implementation, taking an active role on both sides and defining how the application looks as well as how it works. Responsibilities Develop new user-facing features Build reusable code and libraries for future use Ensure the technical feasibility of UI/UX designs Optimize application for maximum speed and scalability Assure that all user input is validated before submitting to back-end Collaborate with other team members and stakeholders Stay up-to-date on emerging technologies Skills And Qualifications Min 2 years’ experience in a design related position in organization with experience to include 3+ years hands-on experience HTML5, CSS3 & javascript You must have prior experience in designing and implementing highly scalable web applications Proficient understanding of web markup, including HTML5, CSS3 Proficient understanding of client-side scripting and JavaScript frameworks, including jQuery You have in-depth experience with a framework like AngularJS(2), Backbone.js, or React. You have a diverse technical background. You’re a developer, not just a front-end developer. You know the difference between ECMAScript and JavaScript, AMD and are proud (or slightly ashamed) of it. You must a experience with tools like Grunt, Gulp, Yeoman, Bower, Karma, Jasmine/Mocha, with basic understanding of server-side CSS pre-processing platforms, such as LESS and SASS Ability to work in a complex environment. Self-starter who can work without a lot of supervision or direction, willing to make decisions without checking with others. You strive to write code that lasts for years, not months. You should have experience leading multiple projects, both large and small projects including consumer web applications and data integration projects. You have a ability to delegate work and mentor the development team. Experience estimating work, planning, organization and implementing complex software projects Proficient understanding of code versioning tools, such as Git Comfortable working in a fast-paced, results-oriented environment Commitment to and hands-on experience in performing technical code reviews We love programmers who share our philosophy of “Automate Everything” Challenge: pipe-run Juno ( Meetuniversity bot ) which helps us in our cool endeavour. We take his recommendation pretty seriously. He's put together a page from where you can get your recommendation. https://mu-juno.github.io/pipe-run/ Apply at [email protected] with "Recommended" as the first word in the subject line, and include a link to Juno's recommendation page in the body (hopefully a link that leads to a page where you are the one being recommended!) The page carries a bug which can be used to trick Juno's buggy code into recommending you. The url needs to be sent along with the body of the mail for job application. Juno recommends me! https://mu-juno.github.io/pipe-run/...something... Outcome: The url will be unique for each candidate and the message will contain the recommendation from juno. … the rest of your cover letter … In addition to including the link, use the body of the email to explain why you would be a good fit for this job. You should also include a link to your current resume, or attach a version in Plain Text or PDF format.

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