Test your data augmentation strategies via ablation experiments. Comfortable debugging training errors, and tune hyper-parameters and data mixture to achieve desired outcome. - Data processing and ...
Test your data augmentation strategies via ablation experiments. Comfortable debugging training errors, and tune hyper-parameters and data mixture to achieve desired outcome. - Data processing and ...
Data Cleaning, Processing, Augmentation and Transformation * Data cleaning, scarcity, gap analysis, joining and data augmentation, transformation to create partitions, data marts and analytics ...
New
Quick apply
Data Cleaning, Processing, Augmentation and Transformation * Data cleaning, scarcity, gap analysis, joining and data augmentation, transformation to create partitions, data marts and analytics ...
New
Data Cleaning, Processing, Augmentation and Transformation * Data cleaning, scarcity, gap analysis, joining and data augmentation, transformation to create partitions, data marts and analytics ...
Data Cleaning, Processing, Augmentation and Transformation * Data cleaning, scarcity, gap analysis, joining and data augmentation, transformation to create partitions, data marts and analytics ...
Healthcare Data Scientist & AI Solutions
Bristol, PA · On-site
$120K/yr
Data Cleaning, Processing, Augmentation and Transformation * Data cleaning, scarcity, gap analysis, joining and data augmentation, transformation to create partitions, data marts and analytics ...
Healthcare Data Scientist & AI Solutions
Bristol, PA · On-site
$120K/yr
Data Cleaning, Processing, Augmentation and Transformation * Data cleaning, scarcity, gap analysis, joining and data augmentation, transformation to create partitions, data marts and analytics ...
Senior Data Architect
Manhattan, NY · On-site
$74.25 - $99.25/hr
Expertise in Medallion architecture, batch/streaming pipeline design, external data augmentation. * In-depth understanding of metadata management, data governance, lineage, cataloging, residency and ...
Senior Data Architect
Manhattan, NY · On-site
$74.25 - $99.25/hr
Expertise in Medallion architecture, batch/streaming pipeline design, external data augmentation. * In-depth understanding of metadata management, data governance, lineage, cataloging, residency and ...
Senior Data Architect with P&C Domain
$68.75 - $92/hr
Expertise in Medallion architecture, batch/streaming pipeline design, external data augmentation. * In-depth understanding of metadata management, data governance, lineage, cataloging, residency and ...
New
Senior Data Architect with P&C Domain
$68.75 - $92/hr
Expertise in Medallion architecture, batch/streaming pipeline design, external data augmentation. * In-depth understanding of metadata management, data governance, lineage, cataloging, residency and ...
New
Test your data augmentation strategies via ablation experiments. Comfortable debugging training errors, and tune hyper-parameters and data mixture to achieve desired outcome. - Data processing and ...
Test your data augmentation strategies via ablation experiments. Comfortable debugging training errors, and tune hyper-parameters and data mixture to achieve desired outcome. - Data processing and ...
Data Augmentation & Synthesis: Research and implement advanced data augmentation techniques (e.g., GANs, semantic augmentation, synthetic data generation) to address data scarcity and imbalanced ...
Data Augmentation & Synthesis: Research and implement advanced data augmentation techniques (e.g., GANs, semantic augmentation, synthetic data generation) to address data scarcity and imbalanced ...
... augmentation and data analysis techniques to enhance the accuracy and robustness of data science and machine learning models, including scalable models suitable for automation 5) Research, study and ...
Quick apply
... augmentation and data analysis techniques to enhance the accuracy and robustness of data science and machine learning models, including scalable models suitable for automation 5) Research, study and ...
Design efficient data loading, data augmentation, and data analysis processes to improve the accuracy and robustness of machine learning models. * Develop scalable analytical solutions suitable for ...
Design efficient data loading, data augmentation, and data analysis processes to improve the accuracy and robustness of machine learning models. * Develop scalable analytical solutions suitable for ...
Design efficient data loading, data augmentation, and data analysis processes to improve the accuracy and robustness of machine learning models. Develop scalable analytical solutions suitable for ...
Design efficient data loading, data augmentation, and data analysis processes to improve the accuracy and robustness of machine learning models. Develop scalable analytical solutions suitable for ...
Design efficient data loading, data augmentation, and data analysis processes to improve the accuracy and robustness of machine learning models. * Develop scalable analytical solutions suitable for ...
Design efficient data loading, data augmentation, and data analysis processes to improve the accuracy and robustness of machine learning models. * Develop scalable analytical solutions suitable for ...
Senior - Software Engineer - NetSuite Reporting/Analytics
Hunt Valley, MD · Hybrid
$130K - $150K/yr
Develop and optimize scalable data integration, data augmentation workflows using NSAW data pipelines. * Design, develop, and maintain ETL/ELT pipelines for efficient data extraction, data processing ...
Senior - Software Engineer - NetSuite Reporting/Analytics
Hunt Valley, MD · Hybrid
$130K - $150K/yr
Develop and optimize scalable data integration, data augmentation workflows using NSAW data pipelines. * Design, develop, and maintain ETL/ELT pipelines for efficient data extraction, data processing ...
Develop and optimize scalable data integration, data augmentation workflows using NSAW data pipelines. * Design, develop, and maintain ETL/ELT pipelines for efficient data extraction, data processing ...
Develop and optimize scalable data integration, data augmentation workflows using NSAW data pipelines. * Design, develop, and maintain ETL/ELT pipelines for efficient data extraction, data processing ...
Structured Data Senior Lead
Dallas, TX · On-site
$66.50 - $89/hr
Drive data augmentation and enrichment initiatives, including: * Attribute expansion and optimization * Product clustering and categorization strategies * Integration of margin, inventory, or ...
Structured Data Senior Lead
Dallas, TX · On-site
$66.50 - $89/hr
Drive data augmentation and enrichment initiatives, including: * Attribute expansion and optimization * Product clustering and categorization strategies * Integration of margin, inventory, or ...
AI Engineer in ML Data
San Francisco, CA · On-site +1
$134K - $162K/yr
Develop the infrastructure for data augmentation pipelines and synthetic data generation * Collaborate with other teams to understand their pain points and priorities to define milestones of the ...
AI Engineer in ML Data
San Francisco, CA · On-site +1
$134K - $162K/yr
Develop the infrastructure for data augmentation pipelines and synthetic data generation * Collaborate with other teams to understand their pain points and priorities to define milestones of the ...
Software Engineer (AML), AI & Data Platforms (AiDP)
Austin, TX · On-site
$113K - $136K/yr
You will develop novel feature engineering, data augmentation, prompt engineering and fine-tuning frameworks that achieve optimal performance on specific tasks and domains. You will design and ...
Software Engineer (AML), AI & Data Platforms (AiDP)
Austin, TX · On-site
$113K - $136K/yr
You will develop novel feature engineering, data augmentation, prompt engineering and fine-tuning frameworks that achieve optimal performance on specific tasks and domains. You will design and ...
... augmentation flywheel that breaks past the scale ceiling of natural code data. * Evaluation-driven data iteration (EDD). Partner with the algorithm team to build scientific benchmarks for code ...
... augmentation flywheel that breaks past the scale ceiling of natural code data. * Evaluation-driven data iteration (EDD). Partner with the algorithm team to build scientific benchmarks for code ...
Senior - Software Engineer - NetSuite Reporting/Analytics
Hunt Valley, MD · Hybrid
$130K - $150K/yr
Develop and optimize scalable data integration, data augmentation workflows using NSAW data pipelines. * Design, develop, and maintain ETL/ELT pipelines for efficient data extraction, data processing ...
Quick apply
Senior - Software Engineer - NetSuite Reporting/Analytics
Hunt Valley, MD · Hybrid
$130K - $150K/yr
Develop and optimize scalable data integration, data augmentation workflows using NSAW data pipelines. * Design, develop, and maintain ETL/ELT pipelines for efficient data extraction, data processing ...
Software Engineer - Human Motion Data
$113K - $136K/yr
Leverage game engines (Unreal Engine or Unity) and physics simulators to build simulated environments for procedural motion generation and data augmentation. * Generate high-volume, high-quality ...
Software Engineer - Human Motion Data
$113K - $136K/yr
Leverage game engines (Unreal Engine or Unity) and physics simulators to build simulated environments for procedural motion generation and data augmentation. * Generate high-volume, high-quality ...
Data Augmentation information
See salary details
$44.5K - $56.6K
0% of jobs
$56.6K - $68.7K
1% of jobs
$68.7K - $80.8K
3% of jobs
$80.8K - $92.9K
4% of jobs
$92.9K - $105K
7% of jobs
$115.5K is the 25th percentile. Wages below this are outliers.
$105K - $117K
11% of jobs
$117K - $129.1K
12% of jobs
The median wage is $132.4K / yr.
$129.1K - $141.2K
45% of jobs
$141.2K - $153.3K
8% of jobs
$153.3K - $165.4K
5% of jobs
$165.4K - $177.5K
3% of jobs
$44.5K
$129.7K
$177.5K
How much do data augmentation jobs pay per year?
What is the difference between Data Augmentation vs Data Analyst?
| Aspect | Data Augmentation | Data Analyst |
|---|---|---|
| Required Credentials | Typically no formal degree, but knowledge of data processing tools | Bachelor's degree in statistics, data science, or related field |
| Work Environment | Primarily in data science, machine learning, or AI teams | Business, finance, healthcare, or other industry sectors |
| Employer & Industry Usage | Tech companies, AI startups, research institutions | Corporations, consulting firms, government agencies |
| Common Search & Comparison Intent | Understanding data preparation techniques for AI models | Analyzing data to generate insights and reports |
Data augmentation focuses on increasing data diversity for machine learning models, often requiring programming skills. Data analysts interpret and analyze data to support business decisions. While both roles work with data, their goals, skills, and environments differ significantly.
Is ML a high paying job?
Which 3 jobs will survive AI?
Which 5 jobs will survive AI?
What does data augmentation do?
Full-time
Posted 25 days ago
Apple rating
8.1
Based on 662 frontline employees who took The Breakroom Quiz
6th of 30 rated technology retailers
Job description
The vision for the AI/ML FM Data organization is to improve Foundation Models by leveraging data from a variety of sources: crawl, license, vendor and internal crowd-sourcing. As a Sr ML Engineering on the team, you will drive ML innovations, identify key opportunity areas where data can play a crucial role and experiment with various data augmentation strategies to improve model training efficiency and performance..
Description
We are looking for people with a track record in building models and model-driven products to affect user experiences. Join us, and impact hundreds of millions of customers across billions of their interactions with foundation model powered Apple Intelligence features, that are available on iPhone, iPad, HomePod, Mac, Watch, CarPlay, and tv across more than 30 languages.
- Algorithm development: Define signals that are important in prompts, responses and CoT reasoning steps. These usually require a fine-tuned model for specific use cases.
- Model evaluation: Understand the importance of a balanced eval-set. Ability to perform error analysis to figure out how to improve model capabilities.
- Ablation experiments: Test your data augmentation strategies via ablation experiments. Comfortable debugging training errors, and tune hyper-parameters and data mixture to achieve desired outcome.
- Data processing and data filtering: Ability to efficiently process and filter very large amounts of data, often times messy.
Minimum Qualifications
5+ years of hands on ML engineering experiences.
Master or PhDs in Computer Science, Electric Engineering or Mathematics.
Have prior experience as an ML modeler/scientist/researcher. Knowledgeable in classic machine learning algorithms (SVM, Random Forest, Naive Bayes, KNN etc), as well as comfortable with more modern deep learning frameworks (PyTorch, Tensorflow, Jax).
Familiarity with multi-modal data and large models including image and video.
Possess strong software engineering skills and mindset. Have a high bar for engineering code quality and scalability.
Preferred Qualifications
Hands on experiences with different phases in LLM model training, including LoRA, SFT, RLHF, reward modeling.
A good communicator with clear and concise, active listening and empathy skills.
Are self-motivated and curious. Strive to continually learn on the job.
Have demonstrated creative and critical thinking with an innate drive to improve how things work. Have a high tolerance for ambiguity.
About Apple
Sourced by ZipRecruiter
Imagine what you could do here! At Apple, new ideas have a way of becoming extraordinary products, services, and customer experiences very quickly. Bring passion and dedication to your job and there's no telling what you could accomplish. Dynamic, intelligent people and inspiring, innovative technologies are the norm here. The people who work here have reinvented entire industries with all Apple Hardware products. The same real passion for innovation that goes into our products also applies to our practices strengthening our dedication to leave the world better than we found it.
Industry
Computer and electronic product manufacturing
Company size
10,000+ Employees
Headquarters location
Cupertino, CA, US
Year founded
1976