Fractal
Data Scientist
Fractal, Los Angeles, California, United States,
It's fun to work in a company where people truly BELIEVE in what they are doing!
We're committed to bringing passion and customer focus to the business.
Fractal is a strategic AI partner to Fortune 500 companies with a vision to power every human decision in the enterprise. Fractal is building a world where individual choices, freedom, and diversity are the greatest assets. An ecosystem where human imagination is at the heart of every decision. Where no possibility is written off, only challenged to get better. We believe that a true Fractalite is the one who empowers imagination with intelligence.
Please visit
Fractal | Intelligence for Imagination
for more information about Fractal
Responsibilities:
Identify business problems, select appropriate performance metric, develop data science modeling/algorithmic approach, and evaluate success of that approach within constraints of data and timeline
Work with Product Team business users to translate business requirements into modeling approaches. Measure and benchmark model and system performance
Analyze model accuracy and bias and recommend the next course of action & Improvements and maintain NLP model evaluation systems. Rapidly iterate models and results to refine and validate approach specific to product customer services.
Participate in developing and reviewing code, design documents, use case reviews, and communicate to business users
Build ingestion processes to prepare, extract, and annotate a rich data variety of unstructured data sources (social media, retailer's data, images, video, voice, emails etc.,). Leverage a variety of tools and approaches to solve complex business objectives, from Statistical Natural Language Processing, Information Retrieval/Extraction and Machine Learning/Deep Learning
Mandatory Skills:
Simulation modeling capabilities, particularly strong experience with software such as FlexSim and AnyLogic. High-level deliverables.
Stochastic Model Development (model requirement, conceptual model, detailed modeled, model validation & verification, calibration)
Analysis and Reporting (experiment design, simulation, optimization, results, recommendations, documentation, presentation)
Data extraction when needed (query building particularly using BigQuery to extract and manipulate data for input into simulation)
Should be able to be ready to tackle existing models and build new models from scratch in a rapidly changing dynamic environment.
Strong experience with NLP (Natural Language Processing), scripting and automation of data extraction, data mining, transformation, and modeling outputs using Python, TensorFlow, GCP Services etc.
Good communication skills with excellent verbal and written presentation skills - able to promote data informed decision-making.
Qualifications:
Bachelor's in Data Science, Computer Science, related field
4+ years of Data Science and Machine Learning experience required.
Proficiency in Python. Ability to write complex SQL queries.
Proficiency with NLP concepts and experience in implementing NLP use cases preferred.
Solid understanding of ML/DL techniques, algorithms and tools with exposure to CNN, RNN (LSTM), Transformers (BERT, GPT, Megatron)
Ability to implement ML best practices for the entire Data Science lifecycle.
‘Know how’ of database management and queries (in SQL etc.,)
Proven track record of independently solving complex business problems with hypothesis establishing, data collection, advanced statistical analysis, and scalable process creation.
Strong collaborative and interpersonal skills, with a proven track record to optimally guide and share insights in a dynamic matrix environment.
Pay:
The wage range for this role takes into account the wide range of factors that are considered in making compensation decisions, including but not limited to skill sets; experience and training; licensure and certifications; and other business and organizational needs. The disclosed range estimate has not been adjusted for the applicable geographic differential associated with the location at which the position may be filled. At Fractal, it is not typical for an individual to be hired at or near the top of the range for their role and compensation decisions are dependent on the facts and circumstances of each case. A reasonable estimate of the current range is: $96,000 to $149,000. In addition, you may be eligible for a discretionary bonus for the current performance period.
Benefits:
As a full-time employee of the company or as an hourly employee working more than 30 hours per week, you will be eligible to participate in the health, dental, vision, life insurance, and disability plans in accordance with the plan documents, which may be amended from time to time. You will be eligible for benefits on the first day of employment with the Company. In addition, you are eligible to participate in the Company 401(k) Plan after 30 days of employment, in accordance with the applicable plan terms. The Company provides for 11 paid holidays and 12 weeks of Parental Leave. We also follow a “free time” PTO policy, allowing you the flexibility to take the time needed for either sick time or vacation.
Fractal provides equal employment opportunities to all employees and applicants for employment and prohibits discrimination and harassment of any type without regard to race, color, religion, age, sex, national origin, disability status, genetics, protected veteran status, sexual orientation, gender identity or expression, or any other characteristic protected by federal, state or local laws.
If you like wild growth and working with happy, enthusiastic over-achievers, you'll enjoy your career with us!
Not the right fit? Let us know you're interested in a future opportunity by clicking
Introduce Yourself
in the top-right corner of the page or create an account to set up email alerts as new job postings become available that meet your interest!#J-18808-Ljbffr
We're committed to bringing passion and customer focus to the business.
Fractal is a strategic AI partner to Fortune 500 companies with a vision to power every human decision in the enterprise. Fractal is building a world where individual choices, freedom, and diversity are the greatest assets. An ecosystem where human imagination is at the heart of every decision. Where no possibility is written off, only challenged to get better. We believe that a true Fractalite is the one who empowers imagination with intelligence.
Please visit
Fractal | Intelligence for Imagination
for more information about Fractal
Responsibilities:
Identify business problems, select appropriate performance metric, develop data science modeling/algorithmic approach, and evaluate success of that approach within constraints of data and timeline
Work with Product Team business users to translate business requirements into modeling approaches. Measure and benchmark model and system performance
Analyze model accuracy and bias and recommend the next course of action & Improvements and maintain NLP model evaluation systems. Rapidly iterate models and results to refine and validate approach specific to product customer services.
Participate in developing and reviewing code, design documents, use case reviews, and communicate to business users
Build ingestion processes to prepare, extract, and annotate a rich data variety of unstructured data sources (social media, retailer's data, images, video, voice, emails etc.,). Leverage a variety of tools and approaches to solve complex business objectives, from Statistical Natural Language Processing, Information Retrieval/Extraction and Machine Learning/Deep Learning
Mandatory Skills:
Simulation modeling capabilities, particularly strong experience with software such as FlexSim and AnyLogic. High-level deliverables.
Stochastic Model Development (model requirement, conceptual model, detailed modeled, model validation & verification, calibration)
Analysis and Reporting (experiment design, simulation, optimization, results, recommendations, documentation, presentation)
Data extraction when needed (query building particularly using BigQuery to extract and manipulate data for input into simulation)
Should be able to be ready to tackle existing models and build new models from scratch in a rapidly changing dynamic environment.
Strong experience with NLP (Natural Language Processing), scripting and automation of data extraction, data mining, transformation, and modeling outputs using Python, TensorFlow, GCP Services etc.
Good communication skills with excellent verbal and written presentation skills - able to promote data informed decision-making.
Qualifications:
Bachelor's in Data Science, Computer Science, related field
4+ years of Data Science and Machine Learning experience required.
Proficiency in Python. Ability to write complex SQL queries.
Proficiency with NLP concepts and experience in implementing NLP use cases preferred.
Solid understanding of ML/DL techniques, algorithms and tools with exposure to CNN, RNN (LSTM), Transformers (BERT, GPT, Megatron)
Ability to implement ML best practices for the entire Data Science lifecycle.
‘Know how’ of database management and queries (in SQL etc.,)
Proven track record of independently solving complex business problems with hypothesis establishing, data collection, advanced statistical analysis, and scalable process creation.
Strong collaborative and interpersonal skills, with a proven track record to optimally guide and share insights in a dynamic matrix environment.
Pay:
The wage range for this role takes into account the wide range of factors that are considered in making compensation decisions, including but not limited to skill sets; experience and training; licensure and certifications; and other business and organizational needs. The disclosed range estimate has not been adjusted for the applicable geographic differential associated with the location at which the position may be filled. At Fractal, it is not typical for an individual to be hired at or near the top of the range for their role and compensation decisions are dependent on the facts and circumstances of each case. A reasonable estimate of the current range is: $96,000 to $149,000. In addition, you may be eligible for a discretionary bonus for the current performance period.
Benefits:
As a full-time employee of the company or as an hourly employee working more than 30 hours per week, you will be eligible to participate in the health, dental, vision, life insurance, and disability plans in accordance with the plan documents, which may be amended from time to time. You will be eligible for benefits on the first day of employment with the Company. In addition, you are eligible to participate in the Company 401(k) Plan after 30 days of employment, in accordance with the applicable plan terms. The Company provides for 11 paid holidays and 12 weeks of Parental Leave. We also follow a “free time” PTO policy, allowing you the flexibility to take the time needed for either sick time or vacation.
Fractal provides equal employment opportunities to all employees and applicants for employment and prohibits discrimination and harassment of any type without regard to race, color, religion, age, sex, national origin, disability status, genetics, protected veteran status, sexual orientation, gender identity or expression, or any other characteristic protected by federal, state or local laws.
If you like wild growth and working with happy, enthusiastic over-achievers, you'll enjoy your career with us!
Not the right fit? Let us know you're interested in a future opportunity by clicking
Introduce Yourself
in the top-right corner of the page or create an account to set up email alerts as new job postings become available that meet your interest!#J-18808-Ljbffr