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Internship Full Stack Machine Learning Engineer information
What are the key skills and qualifications needed to thrive as an Internship Full Stack Machine Learning Engineer, and why are they important?
What is an Internship Full Stack Machine Learning Engineer?
What types of projects and responsibilities can I expect as an Internship Full Stack Machine Learning Engineer?
What is the difference between Internship Full Stack Machine Learning Engineer vs Software Developer Intern?
| Aspect | Internship Full Stack Machine Learning Engineer | Software Developer Intern |
|---|---|---|
| Required Skills | Knowledge of machine learning, programming (Python, JavaScript), full stack development, data handling | Proficiency in programming languages (Java, Python, JavaScript), software development, basic algorithms |
| Work Environment | Collaborates on ML models, data pipelines, backend and frontend development | Focuses on application development, coding, debugging, and testing |
| Industry Usage | Used in AI-driven companies, tech startups, data science teams | Common in software firms, app development companies, tech startups |
The Internship Full Stack Machine Learning Engineer role emphasizes working with machine learning models and data-driven applications, combining full stack development skills with AI expertise. In contrast, a Software Developer Intern focuses more on traditional software development tasks like coding and debugging. Both roles are valuable entry points in tech, but they target different skill sets and project types.
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Job description
We're looking for a Machine Learning Engineer to drive our machine learning strategy. We are primarily interested in candidates who have developed and released products to market, but can be flexible depending on aptitude and energy.
As one of the inaugural Machine Learning Engineers at Persona, you will have an incredible opportunity to get in at the beginning to shape the design and development of Persona's humanoid robot.
Your Role:
- Collaborate on the design and development of the Persona ML software stack and support its application in manipulation, navigation, locomotion, and perception.
- Work with the ML team to craft and execute on a comprehensive plan for the development of machine learning models, keeping up to date with the state of the art in research and development.
- Work with the team to develop, test, and deploy software, machine learning pipelines, and data collection pipelines.
- Monitor and evaluate the performance of models in the real world.
- Collaborate with Universities and other companies.
- Collaborate in attracting, nurturing and growing the machine learning and autonomy teams.
- Courage and grit to tackle some of the hardest problems in embodied AI.
- Enthusiasm for working collaboratively in a high paced team environment.
- 3+ years of experience in machine learning applied to robotics.
- Experience with deep learning frameworks (Pytorch, JAX, TensorFlow, etc.)
- Experience with cloud computing to develop models, store data, etc. (AWS, Azure, GCP)
- Strong understanding of the state of the art research in robot learning (behavior cloning for manipulation, reinforcement learning for locomotion, world models, etc.).
- Understanding of the challenges of deploying neural network models in the real world.
- Experienced in deploying both traditional and learning based approaches for robotics.
- Capable of writing high quality software.
- Thrive in fast paced and ambiguous environments.
- Strong first principles thinker.
- An advanced degree (Masters or PhD) in computer science, robotics, machine learning, or another related field.
- Published papers at top ML/Robotics conferences (ICML, ICRA, CoRL, RSS, NeurIPS).
- Have deployed robots, collected large amounts of data, and trained large neural networks that work in production environments.