Distinguished Deep Learning Researcher
Company: 1st. Creative Learning Academy Inc.
Location: Boston
Posted on: November 1, 2024
Job Description:
DataRobot is the leader in Value-Driven AI, a unique and
collaborative approach to generative and predictive AI that
combines an open platform, deep expertise and broad use-case
experience to improve how organizations run, grow and optimize
their business. The DataRobot AI Platform is the only complete AI
lifecycle platform that interoperates with an organization's
existing investments in data, applications and business processes,
and can be deployed on prem or on any cloud environment. Global
organizations, including 40% of the Fortune 50, rely on DataRobot
to drive greater impact and value from AI.This role serves as the
most senior deep learning researcher role in the company, reporting
to the CTO. They will be in charge of identifying technology gaps,
defining research plans, and executing plans with an efficient
research team. They will be a key strategic decision-maker in the
company's deep learning technology, roadmaps, and
strategy.Researchers at DataRobot have a unique advantage in being
able to see the impacts of their work as it is integrated into
product capabilities rapidly inside a startup environment.
Additionally, they will have unique exposure to many of the world
largest enterprise company AI builds to understand the innovations
that will have the highest real-world impacts.DataRobot's research
areas today involve enabling businesses to realize value with AI.
For example, generative AI assessment involves developing novel
approaches to gain confidence in generative AI pipelines behavior
before deployment. Research into improving the quality of RAG
outputs (or related techniques) includes novel LLM fine-tuning,
optimizing embeddings, and agent-based retrieval strategies. Cost
reduction research involves developing new strategies to reduce
latency and costs of generative AI pipelines. And finally, genAI
consumption research involves improving how users engage with AI
systems, such as agent based problem solving experiences.Key
Responsibilities:
- You will identify technology gaps in the industry, particularly
in areas that will unlock new value for use-cases for business, and
determine research plans to incorporate into research pipelines by
writing and motivating strategic research plans.
- You will execute on long-term research plans with an efficient
team in order to advance the state-of-the-art, resulting in
scientific publications, advanced development prototypes, and
external facing demonstrations.
- As an AI expert you will expand relationships with other
technical experts inside DataRobot and with customer AI teams from
across the world.
- You will be responsible for mentoring and coaching of junior
and mid-level team members and guiding their research efforts.
- You will foster collaboration and knowledge-sharing across
organizational boundaries and with other senior leaders in the
company.Knowledge, Skills and Abilities:
- Command of different deep learning and generative AI
approaches, their tradeoffs, and the latest research advances.
- Command of the foundational scientific python ecosystem
(pytorch, numpy, scipy, pandas, scikit-learn).
- Ability to communicate complex technical concepts to diverse
audiences.
- Software design and peer code review skills, including leading
others.
- Passion for research and innovation, both through individual
projects and knowledge sharing with internal and external
stakeholders.Requisite Education and Experience / Minimum
Qualifications:
- PhD in computer science, data science, artificial intelligence,
or related field.
- 8-10+ years of combined Python engineering and machine learning
experience with a focus on Deep Learning techniques.
- Experience with core deep learning and generative AI
technology, including pre-training foundation models, fine-tuning
of LLMs, contrastive learning, and evaluating generative
results.
- Experience with retrieval augmented generation and retrieval,
ranking, and prompting strategies.
- Experience as a technical leader capable of leading a team from
idea to completion.
- Experience publishing academic papers as a lead author or
essential contributor.
- Experience participating in a top conference in High
Performance Computing, Deep Learning, Machine Learning or AI
domains.
- Experience participating in a top conference in
relevant-research domain.
- Experience with deep learning libraries and frameworks
(TensorFlow, PyTorch, Langchain).The talent and dedication of our
employees are at the core of DataRobot's journey to be an iconic
company. We strive to attract and retain the best talent by
providing competitive pay and benefits with our employees'
well-being at the core. Here's what your benefits package may
include depending on your location and local legal requirements:
Medical, Dental & Vision Insurance, Flexible Time Off Program, Paid
Holidays, Paid Parental Leave, Global Employee Assistance Program
(EAP) and more!DataRobot Operating Principles:
- Wow Our Customers
- Set High Standards
- Be Better Than Yesterday
- Be Rigorous
- Assume Positive Intent
- Have the Tough Conversations
- Be Better Together
- Debate, Decide, Commit
- Deliver Results
- OvercommunicateResearch shows that many women only apply to
jobs when they meet 100% of the qualifications while many men apply
to jobs when they meet 60%. At DataRobot we encourage ALL
candidates, especially women, people of color, LGBTQ+ identifying
people, differently abled, and other people from marginalized
groups to apply to our jobs, even if you do not check every box.
We'd love to have a conversation with you and see if you might be a
great fit.All U.S. DataRobot employees must be fully vaccinated
against COVID-19. If there is a medical, religious, or other
legally protected reason that prevents you from receiving an
available COVID-19 vaccination, and you are selected as a candidate
for consideration, we have a process in place to evaluate requests
for accommodation.
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Keywords: 1st. Creative Learning Academy Inc., Brookline , Distinguished Deep Learning Researcher, Other , Boston, Massachusetts
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