Remote - INTL - India - MLE/DS
Plano, Texas
Employer: Insight Global
Industry: Programmer / Developer
Salary: Competitive
Job type: Part-Time
A client is looking for a Feature Engineer to focus on creating, modifying, and optimizing features for Data Scientists and Machine Learning Engineers to model. Responsibilities include:
- Data Cleaning and Preprocessing by preparing raw data by handling missing values, outliers, and inconsistencies
- Feature Creation by generating new features from existing data through domain knowledge, mathematical transformations, and statistical techniques
- Feature Selection by identifying the most relevant features to improve model performance and reduce complexity
- Data Transformation by scaling, normalizing, and encoding features to ensure they are in the appropriate format for machine learning algorithms.
- Domain Expertise to applying knowledge of the specific domain to engineer features that capture relevant patterns and insights
- Iterative Improvement by continuously refining features based on model performance and feedback from cross-validation or real-world testing.
- Collaboration with data scientists, machine learning engineers, and domain experts to understand the problem and the impact of different features on the models performance.
We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com .
To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/ .
Required Skills & Experience
- Role focuses on Feature Engineering/Data Transformation for downstream analytical processes
- Partner with data engineers to ensure data access for discovery and proper data is prepared for model consumption.
- Intuitiveness working with data, ability to analyze in depth
- Partner with ML engineers and data scientists working globally regarding data pipelines and data versioning and create scalable model ready data.
- 4+ years experience
- Skills - Python, PySpark, Data Bricks, Azure platform, ADF, Datalake, Blob , Hive
- Must be able to design a solution based on the requirements
- Must have strong SQL writing experience
- Must be good at data analysis and profiling
- Must be able to work independently and prioritize work across multiple projects
Nice to Have Skills & Experience
- Azure Dev Ops and CICD experience
- Experience on Teradata/any RDBMS
- ETL experience
Benefit packages for this role will start on the 31st day of employment and include medical, dental, and vision insurance, as well as HSA, FSA, and DCFSA account options, and 401k retirement account access with employer matching. Employees in this role are also entitled to paid sick leave and/or other paid time off as provided by applicable law.
- Data Cleaning and Preprocessing by preparing raw data by handling missing values, outliers, and inconsistencies
- Feature Creation by generating new features from existing data through domain knowledge, mathematical transformations, and statistical techniques
- Feature Selection by identifying the most relevant features to improve model performance and reduce complexity
- Data Transformation by scaling, normalizing, and encoding features to ensure they are in the appropriate format for machine learning algorithms.
- Domain Expertise to applying knowledge of the specific domain to engineer features that capture relevant patterns and insights
- Iterative Improvement by continuously refining features based on model performance and feedback from cross-validation or real-world testing.
- Collaboration with data scientists, machine learning engineers, and domain experts to understand the problem and the impact of different features on the models performance.
We are a company committed to creating diverse and inclusive environments where people can bring their full, authentic selves to work every day. We are an equal opportunity/affirmative action employer that believes everyone matters. Qualified candidates will receive consideration for employment regardless of their race, color, ethnicity, religion, sex (including pregnancy), sexual orientation, gender identity and expression, marital status, national origin, ancestry, genetic factors, age, disability, protected veteran status, military or uniformed service member status, or any other status or characteristic protected by applicable laws, regulations, and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application or recruiting process, please send a request to HR@insightglobal.com .
To learn more about how we collect, keep, and process your private information, please review Insight Global's Workforce Privacy Policy: https://insightglobal.com/workforce-privacy-policy/ .
Required Skills & Experience
- Role focuses on Feature Engineering/Data Transformation for downstream analytical processes
- Partner with data engineers to ensure data access for discovery and proper data is prepared for model consumption.
- Intuitiveness working with data, ability to analyze in depth
- Partner with ML engineers and data scientists working globally regarding data pipelines and data versioning and create scalable model ready data.
- 4+ years experience
- Skills - Python, PySpark, Data Bricks, Azure platform, ADF, Datalake, Blob , Hive
- Must be able to design a solution based on the requirements
- Must have strong SQL writing experience
- Must be good at data analysis and profiling
- Must be able to work independently and prioritize work across multiple projects
Nice to Have Skills & Experience
- Azure Dev Ops and CICD experience
- Experience on Teradata/any RDBMS
- ETL experience
Benefit packages for this role will start on the 31st day of employment and include medical, dental, and vision insurance, as well as HSA, FSA, and DCFSA account options, and 401k retirement account access with employer matching. Employees in this role are also entitled to paid sick leave and/or other paid time off as provided by applicable law.
Created: 2024-09-20
Reference: 381631
Country: United States
State: Texas
City: Plano
ZIP: 75093
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