Sr NLP Engineer
Company: Omega Solutions
Location: Mountain View
Posted on: January 19, 2023
|
|
Job Description:
Lab Summary
Bixby is an intelligent personal assistant which is only available
as a built-in application on Samsung flagship devices and
wearables. This application uses Natural Language Understanding to
perform tasks on these devices using voice/ text, including but not
limited to making phone calls, sending text messages, setting up
meetings, opening apps, setting alarms and timers, getting
directions, answering general questions, providing information
about restaurants and other businesses, etc.
The Natural Language understanding team aims to create a delightful
experience for Bixby customers by making Bixby understand the
intent behind any spoken request quickly and accurately. You will
collaborate closely with experts in Machine Learning and Natural
Language Processing, and contribute to advancing the state of the
art in human language understanding systems.
Position Summary:
As a Senior NLP Engineer you will primarily focus on building the
NLU platform for Bixby by working with Product Managers / Subject
Matter Experts, Lab Leaders, Linguistic Experts, brainstorm
different ideas, research, build POCs and propose solutions that
cater to the broader business needs. You will work with a small and
nimble team to help design machine learning models, data pipelines,
integrate into and maintain production systems and analyze key
metrics for decision makers to provide insights that will be
beneficial to Bixby consumers.
Responsibilities:
As a core member of the NLP team, you will research, prototype,
develop, deploy and scale innovative Client/DL solutions in
collaboration with Linguistic Experts and Product Management
teams.
You will develop predictive models on large-scale datasets to
address various business problems leveraging advanced statistical
modeling, machine learning, or data mining techniques.
Design and implement infrastructure for orchestrating end to end
machine learning lifecycles
Set up processes to monitor and continually improve efficiency and
performance of models
Software development including algorithm implementation,
optimization, performance profiling, integration to production
systems, testing and documentation.
Write high-quality production code as you build and maintain
robust, scalable machine learning systems.
Program primarily in Python and / or Java using efficient
algorithms and software design patterns
Scale and improve performance of Natural Language systems in
production
Required Qualifications:
MS/PhD in NLP, Client, AI, Engineering or equivalent
3+ years of relevant experience in Natural Language Understanding,
Intent Classification and Slot Filling, Dialogue Management,
Question Answering, Text Classification, Information Retrieval, or
Knowledge Extraction
5+ years of experience with building end-to-end systems based on
machine learning or deep learning methods (ETL, modeling and
deployment)
Strong understanding of computer science fundamentals such as
algorithms, data structures and run-time analysis
Proficiency in Java and Python
Experience with deep learning architectures such as LSTMs,
Transformers, Tree-LSTMs, Graph Neural Networks, etc.
Experience with cutting-edge deep learning-based NLP models such as
ELMo, BERT, OpenAI GPT-2/3, BART, BigBird, ERNIE, etc.
Experience with deep learning NLP toolkits such as huggingface,
spacy, etc.
Experience with deep learning frameworks like TensorFlow, PyTorch,
JAX and libraries like Hugging Face transformers, Deep Graph
Library, DGL-KE, etc.
Able to solve real-world problems using cutting-edge ideas and
independent research
A willingness to learn and remain agile in a dynamic
environment
Analytical and problem-solving skills for design, creation and
testing of custom software
Extensive experience with software prototyping or designing
experimental software
Adept at adapting academic ideas and theoretical algorithms into a
production system
Samsung is committed to encouraging a diverse workplace and proud
to be an equal opportunity employer. As we highly value diversity
in our current and future employees, we do not discriminate
(including in our hiring and promotion practices) based on race,
religion, color, national origin, gender, gender expression, sexual
orientation, age, marital status, veteran status, disability status
or any other characteristic protected by law.
Keywords: Omega Solutions, Mountain View , Sr NLP Engineer, Engineering , Mountain View, California
Click
here to apply!
|