Applied AI Scientist
Echo Neurotechnologies Corporation
San Francisco, CA, United States
10 days ago
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Role details
Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Expert
Experience required
5 years minimum
Compensation
$180,000.0 - $230,000.0
Working hours
Regular working hours
Job source
Tech stack
Artificial Intelligence
Hospital Information Systems
Computer Engineering
Learning Management Systems
Data Files
Design of User Interfaces
Medical Software
Human-Computer Interaction
Python (Programming Language)
Machine Learning
Language Modeling
Video Editing
+9 more
Speech Recognition
Reinforcement Learning
Scripting
Graphics Processing Unit (GPU)
Pytorch
Large Language Models
Build Management
Machine Learning Operations
Programming Languages
Job description
- Language modeling
- Leverage a deep understanding of LMs to create custom solutions for brain-computer interface applications, including LLM fine-tuning, customization, and dissection
- Explore a variety of LM strategies of various scales and complexities for tailored integration into other decoding pipelines
- Characterize agentic AI tools for suitability in product user interfaces
- Context modeling
- Design and build ML pipelines capable of performing flexible, real-time inference with multiple input streams
- Deploy custom or off-the-shelf state-of-the-art models for parsing audio, video, and application states
- Perform context engineering to aggregate and model contextual information for use in downstream decoders
- General ML practices & company standards
- Model dissection and interpretability to extract information-rich latent representations from large models (e.g. pretrained foundation models) for broad and generalized use in other models
- Model miniaturization for low-latency and computationally inexpensive processing
- Work collaboratively and effectively within a small, cross-functional team to hit both R&D and product-focused goals
- Maintain versioned, clear, and highly documented code, analysis pipelines, and results for maximum interpretability and reproducibility
- Contribute to documentation for a Quality Management System, as appropriate and relevant to ML implementations that become part of medical products
Requirements
- Bachelor’s or Master’s degree in Math, Engineering, Data Science, or other relevant quantitative field
- A minimum of 5 years of combined academic and professional ML experience
- Experience deploying ML models in an industry setting
- Experience designing, developing, and deploying LM models in an industry setting
- Experience designing, training, and evaluating transformers
- Proficiency in Python and PyTorch
- Proficiency in using GPUs and GPU software toolkits to accelerate ML pipelines, * Experience working with reinforcement learning, LLM alignment and safety, and multilingual modeling
- Experience developing foundation models and applying transfer-learning techniques
- Experience working with high-dimensional time-series datasets
- Experience working on medical or clinical applications
- Experience translating methods described in scientific publications to available datasets
- Experience working with speech-recognition, video-processing, and application-parsing models, Analysis Skills, Artificial Intelligence (AI), Artificial Intelligence (AI) Programming Languages, Audiovisual, Clinical Information Systems, Computer Engineering, Cross-Functional, Data Science, Data Sets, Dissection, Documentation, GPU (Graphics Processing Unit), Healthcare Software, Information Models, Mathematics, Medical Products, Modeling Languages, Multilingual, Python Programming/Scripting Language, Quality Management, Reinforcement Learning, Research & Development (R&D), Scientific Publications, Speech Recognition, Startup, Team Player, User Interface/Experience (UI/UX), Video Processing
Benefits & conditions
$180,000 - $230,000USD What We Offer
- An opportunity to work on exciting, cutting-edge projects to transform patients’ lives in a highly collaborative work environment.
- Competitive compensation, including stock options.
- Comprehensive benefits package.
- 401(k) program with matching contributions.
Equal Opportunity Employer
Echo Neurotechnologies is an Equal Opportunity Employer (EOE). We celebrate diversity and are committed to creating an inclusive environment for all employees.
Confidentiality
About the company
Echo Neurotechnologies is an exciting new startup in the Brain-Computer Interface (BCI) space, driving innovation through advanced hardware engineering and AI solutions. Our mission is to deliver cutting-edge technologies that restore autonomy to people living with disabilities and improve their quality of life.
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