ML - Data Scientist
Description For ML - Data Scientist
Do you have a passion for computer vision and deep learning? The Video Engineering Data Analytics and Quality (DAQ) group is looking for an experienced Data Scientist with a strong background in computer vision and machine learning to join our dynamic team. The ideal candidate will be responsible for evaluating machine learning models, developing performance metrics, and conducting thorough failure analysis. This role requires a deep understanding of machine learning algorithms, data processing, and model optimization techniques.
Our organization manages a diverse array of programs, each presenting a unique set of challenges, however, all programs fundamentally focus on evaluating machine learning algorithms and assessing their quality. In this role, you will work closely with cross-functional teams, leveraging the expertise of domain specialists and project owners while adapting our methodologies as we gain new insights. We aim to support teams in identifying gaps, assessing risks and driving towards impactful outcomes.
In this role you will:
- Evaluate Machine Learning Models: Analyze and validate machine learning and computer vision models to ensure they meet performance standards.
- Develop Metrics: Design and implement metrics to measure the effectiveness and accuracy of models.
- Failure Analysis: Perform detailed failure analysis to understand model weaknesses and identify areas for improvement.
- Data Processing: Preprocess and clean large datasets to prepare them for modeling.
- Model Optimization: Optimize models for performance and scalability, applying state-of-the-art techniques.
- Collaborate: Work closely with cross-functional teams, including software engineers, product managers, and other data scientists, to integrate models into production.
Apple is an equal opportunity employer committed to inclusion and diversity. We take affirmative action to ensure equal opportunity for all applicants without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, Veteran status, or other legally protected characteristics.
Responsibilities For ML - Data Scientist
- Evaluate machine learning and computer vision models
- Develop performance metrics for models
- Conduct thorough failure analysis
- Preprocess and clean large datasets
- Optimize models for performance and scalability
- Collaborate with cross-functional teams
Requirements For ML - Data Scientist
- BS and a minimum of 3 years relevant industry experience
- Solid background in data science, machine learning, Computer vision and statistical data analysis
- Advanced programming skills in data manipulation & processing (SQL & Python preferred)
- Demonstrated experience in in-depth analysis of machine learning model failures
- Experience crafting, conducting, analyzing, and interpreting experiments and investigations
- Expertise in data wrangling and developing data visualizations & reporting with toolings such as Tableau, Superset, AWS etc.
Benefits For ML - Data Scientist
- Comprehensive medical and dental coverage
- Retirement benefits
- Discounted products and free services
- Education reimbursement for career advancement
- Discretionary restricted stock unit awards
- Employee Stock Purchase Plan
- Potential discretionary bonuses
- Potential relocation assistance
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