Indonesia Job Openings
PT Bumi Amartha Teknologi Mandiri
Data Modeler
Jakarta
November 7, 2024
Data Modeling related :
ML Engineering related :
- Design and develop physical, logical, and conceptual levels data models for structured and unstructured data, batch and real-time data processing for AI/Gen AI project.
- Evaluate the performance of data systems and implement data strategies.
- Identify, track, and resolve data-related issues and malfunctions.
- Analyze and evaluate data systems and models for efficiency, optimization, and quality.
- Develops best practices around data’s standard coding practice and naming conventions, making sure data models are consistent, and establishing data modeling standards.
- Evaluates databases and data models for inconsistencies and variances, ensuring data is represented correctly.
- Presents optimization and standardization recommendations for various data systems in an organization.
- Carries out reverse-engineering of physical data models.
- Work with Data engineer, Backend Developer and Enterprise Architect to define end-to-end integration between data, Gen AI models and other components in the project.
ML Engineering related :
- Collaborate with cross-functional teams to integrate ML solutions into new / existing systems and applications.
- Participate in developing and maintaining Gen AI models. Collaborate with MLOps to define model selection and evaluation criteria.
-
- Data Preparation and pre-processing
- Data collection
- Analysis of the content and formatting of data source (structured data and unstructured data, i.e. SOP or Memo in pdf/word, voice, image, video)
- Data cleansing and standardization
- Data formatting and augmentation
- Data optimization
- Data Model Design
- Data Processing (e.g. writing ETL and Stream processing jobs)
- Participate in Gen AI model selection.
- Participate in defining optimal RAG-Based system work flow e.g. Parsing, Chunking, Embedding, Indexing (into vector DB), Prompting, Retrieval, Augmentation, Generation, Evaluation.
- Participate in performing fine-tuning (if necessary)
- Participate in ensuring the system is equipped with necessary guardrails and safety measure.
- Participate in defining model evaluation criteria (e.g. accuracy, fluency, relevance, bias, coherence, etc.)
- Conduct rigorous testing to ensure its correctness, readability, performance, and reliability. Evaluate against predefined criteria and objectives to ensure it meets the required standards and business needs.
- Create evaluation matrix
- Create visualization of model performance
- Create model performance monitoring, together with MLOps team.
Minimum Qualifications: Qualifications:
- Experience in data modeling, database design, and machine learning frameworks.
- Proficiency in programming languages like Python, SQL, and experience with ML libraries such as Tensor Flow or Py Torch.
- Familiarity with cloud platforms (AWS, Google Cloud) and their Data and ML-related services.
- Strong problem-solving skills and ability to work in a collaborative environment.
Bumi Amartha Teknologi Mandiri or “AMARTEK” was established to provide information technology solutions. Our mission from the very first day has been to cultivate professional relationships with our clients to provide effective and reliable information technology solutions for their needs. The team at "AMARTEK" is equipped with a highly developed skillset developed over decades of experience not only in information technology but also in business processes across a range of industry sectors. This business experience makes us uniquely positioned to offer solutions promising greater operational efficiency, productivity gains and cost savings for each of our clients, regardless of their industry. As an established technology-intensive company, we pride ourselves on providing a comprehensive suite of solutions comprising of Infrastructure Consultancy, on/offsite services, Custom software and web development, Talent Augmentation, and enterprise architecture consulting. Our team consistently delivers state-of-the-art solutions in various areas including, but not limited to: integrated business solutions, system applications, product development and professional services. At "AMARTEK", we guarantee rapid, reliable and robust information technology solutions that work.
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