Tykhe Inc · 11 hours ago
Machine Learning Specialist
Tykhe Inc is a leading provider of Revenue Cycle Management for the healthcare industry, and they are seeking a Machine Learning Specialist. The role involves owning training and serving in production at scale, collaborating across various functions to deliver high-throughput, low-latency ML services.
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Qualification
Required
Bachelor's in computer science, Electrical/Computer Engineering, or a related field required
Strong systems/ML engineering with exposure to distributed training and inference optimization
3–5 years in ML/AI engineering roles owning training and/or serving in production at scale
Demonstrated success delivering high-throughput, low-latency ML services with reliability and cost improvements
Experience collaborating across Research, Platform/Infra, Data, and Product functions
Familiarity with deep learning frameworks: PyTorch (primary), TensorFlow
Exposure to large model training techniques (DDP, FSDP, ZeRO, pipeline/tensor parallelism)
Optimization: experience profiling and optimizing code execution and model inference: (PTQ/QAT/AWQ/GPTQ), pruning, distillation, KV-cache optimization, Flash Attention
Scalable serving: autoscaling, load balancing, streaming, batching, caching; collaboration with platform engineers
Data & storage: SQL/NoSQL, vector stores (FAISS/Milvus/Pinecone/pgvector), Parquet/Delta, object stores
Write performant, maintainable code
Understanding of the full ML lifecycle: data collection, model training, deployment, inference, optimization, and evaluation
Preferred
Master's preferred (or equivalent industry experience)
Distributed training experience a plus