Senior ML Encoder
Dawar Consulting
Senior ML Encoder South San Francisco, United States | Posted on 08/26/2026 Our client, a world leader in biotechnology and life sciences, is looking for a \"Senior ML Encoder\". Job Duration: Long-Term Contract (Possibility Of Extension) Company Benefits: Medical, Paid Sick Leave, 401 (k) Seeking a senior ML Encoder Lead to develop shared customer representations from longitudinal transaction, sales, and interaction data. The ideal candidate will independently define modeling objectives, build and evaluate encoder/embedding models, develop production-ready code, and determine whether the approach provides meaningful downstream value. Required Skills & Qualifications Proven experiencepersonally training encoder or embedding modelsand designing pretraining objectives. Deep expertise inrepresentation learning, including self-supervised/contrastive learning, sequence/temporal modeling, transformers, GNNs, or recommender embeddings. Experience with large-scale, sparse, longitudinal event data such as transactions, clickstreams, customer journeys, or engagement histories. Experience developinginductive representationsfor entities with limited historical data. Strong model evaluation skills, including time-based splits, leakage detection, cold-start analysis, uncertainty, and robust baselines. Ability to evaluate embeddings forincremental signal, calibration, stability, drift, and subgroup performance. StrongPythonskills withPyTorch or JAX, SQL, distributed data processing, and cloud-based model training. Experience taking ML models from research to production, including pipelines, data contracts, versioning, serving, monitoring, and reproducibility. Strong communication skills with the ability to present findings, uncertainty, and recommendations to senior stakeholders. Preferred Skills Knowledge of privacy, fairness, and re-identification risks in learned representations. Publications, patents, or public applied work in representation learning. Experience with large-scale behavioral data in consumer technology, marketplaces, streaming, financial services, payments, or advertising technology. #J-18808-Ljbffr Dawar Consulting
$80 - $106 per hour
...6Location: South San Francisco, CACompany: Planet Pharma GroupContact: ApplicationsEmail: ****@*****.*** Encoder Lead (Senior Role) Focus: Customer Representation Learning and Encoder Development The goal is to build the first shared learned representation...SeniorFor contractorsWork at office- Dawar Consulting, Inc. in South San Francisco, CA is seeking a Senior ML Encoder Lead to develop shared customer representations from longitudinal data, define objectives, and build embedding models. You will produce production-ready code, evaluate models with time-based...Senior
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