AI Engineer
Company: Invitae
Location: cambridge
Posted on: May 3, 2021
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Job Description:
The Invitae AI team is composed of computer scientists and
engineers who work together with other Invitae engineering teams as
well as academic collaborators to bring state of the art artificial
intelligence to our mission. Our definition of AI is bigger than
machine learning, including interests in representation, reasoning,
optimization, and logic. However, we know that all of these methods
are at their best when thoughtfully leveraging contemporary machine
learning. AI Engineers work with our AI Scientists and other engineering
teams at Invitae to implement solutions to contemporary problems in
artificial intelligence, data science, and computational biology.
At Invitae, we rely on many artificial intelligence methods in
coordination with machine learning, such as natural language
processing, computer vision, representation learning, causal
inference, planning, and reasoning. We surface these technologies
with "human in the loop" interfaces, where we also conduct research
on human-computer interaction with our staff of domain experts. What you will do: * Implement state of the art solutions alongside AI Scientists *
Create platform infrastructure make solutions repeatable and
scalable * Collaborate with other software engineering teams to
integrate and scale solutions What you bring: * Advanced degree in computer science or related industry
experience * Industry software engineering experience * Practical
experience with basic machine learning and deep learning frameworks
* Interest in the fundamental understanding of machine learning and
AI methods * Expert with Python 3, including experience with deep
learning frameworks * Experience with HTTP API design and
implementation (REST) * Experience with kubernetes, devops, and AWS
tools * Ability to both guide and accept guidance from team members
* Excellent written and verbal communication skills * Interest in
solving problems in the healthcare domain to make observable
improvements in patient and clinician experiences * Ability to
quickly code modular end-to-end prototypes using "off-the-shelf"
machine learning models as baselines. And when those baselines are
not strong enough, they are curious and able to work with our
scientists to develop new solutions. Other things you are excited about: * Computational Biology * Computer vision (neural, multimodal
methods) * Natural language processing * Interactive Agent systems
(conversational agents, decision support systems) * Recommender
systems (heterogenous networks, matrix factorization) * Graphical
models, graph databases, graph embeddings * Active learning and
"human in the loop" methods * Reinforcement learning (bandits,
online algorithms) * Serverless computing (AWS Lambda) * Stream
processing (Kafka) * Enterprise search platforms (e.g.
ElasticSearch and ranking methods) At Invitae, you'll work alongside some of the world's experts in
genetics and healthcare at the forefront of genetic medicine. Our
teams thrive in our dynamic organization, which has been designed
to empower them to make the biggest impact they can for our
patients. We give our employees the ability to explore interests
and capabilities broadly within the organization. We prize freedom
with accountability and offer significant flexibility. We also
provide excellent benefits and competitive compensation in a
fast-growing organization. At Invitae, we're changing healthcare to change lives. Join
us. At Invitae, we value diversity and provide equal employment
opportunities (EEO) to all employees and applicants without regard
to race, color, religion, national origin, gender, sexual
orientation, age, marital status, veteran status, or disability
status. We will consider for employment qualified applicants with
criminal histories in a manner consistent with the requirements of
the San Francisco Fair Chance Ordinance.
Keywords: Invitae, Cambridge , AI Engineer, Other , cambridge, Massachusetts
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