Gatikaiinc
Machine Learning Engineer
Santa Clara, CA. Posted 2 months ago
The role
You will develop, optimize, and deploy production ML models across the autonomous vehicle stack. This includes owning the full ML lifecycle from data strategy to real-time deployment on vehicle hardware.
What you will do
- Own the full ML lifecycle including data strategy, training, and deployment
- Develop and improve models for perception, prediction, planning, and scene understanding
- Optimize models using quantization, pruning, sparsification, and compression
- Integrate trained models into C++-based autonomy systems
- Profile and optimize neural networks using CUDA and TensorRT
- Analyze model performance using simulation and real-world driving data
- Build high-throughput pipelines for training, evaluation, and data processing
- Develop pipelines for dataset curation, annotation, and continuous feedback
- Partner with autonomy, systems, hardware, and infrastructure teams
Required qualifications
- MS or PhD in Computer Science, Machine Learning, Robotics, Electrical Engineering, Statistics, Optimization, or a related field
- Strong Python skills and experience with frameworks such as PyTorch or TensorFlow
- Strong C++ skills and experience integrating ML models into high-performance production systems
- Deep understanding of ML workflows including data curation, training, evaluation, and deployment
- Experience deploying and optimizing neural networks for real-time, embedded, robotics, autonomous driving, or other performance-constrained systems
- Experience with model optimization techniques such as quantization, pruning, and compression
- Experience with software architecture, profiling, latency optimization, system-level debugging, and data flow analysis
Nice to have
- Experience with CUDA and TensorRT
- Experience with cloud-based ML training and evaluation pipelines, preferably Azure
- Experience with transformers, multimodal models, diffusion models, world models, or end-to-end driving models
- Experience in autonomous driving, robotics, or other safety-critical real-time ML systems
- Publications or demonstrated technical contributions in efficient ML, autonomous driving, robotics, or related areas
- Prior contributions to large-scale ML systems deployed in production
About the company
Gatik is a leader in autonomous middle-mile logistics providing autonomous transportation-as-a-service. The company uses proprietary Level 4 autonomous technology to transport freight for retailers.