AI Scientist
Homebased, MI, United States
KION Group
Wir sind ein führender Anbieter für Gabelstapler und Lagertechnik sowie Automatisierungstechnologien und Softwarelösungen für die Optimierung von Lieferketten.- Core Job Responsibilities:
- Frame and solve variety of intralogistics and planning problems with advanced analytics and AI techniques.
- See solution through full development cycle from inception, to proof of concept, to MVP, to final product deployment. Ensure what is delivered meets business requirements.
- Work directly with real and synthetic data to train models and build data-driven solutions.
- Design and build simulation tools of intralogistics processes to train and test models.
- Design and build statistical forecasting and machine learning models.
- Learn and apply new tools, technologies, and industry best practices.
Key Qualifications
- Master’s or PhD in Computer Science, Artificial Intelligence, Operations Research, Applied Mathematics, Control Engineering, Industrial Engineering, or equivalent field.
- Fluency in at least one general purpose programming language. Python or Java preferred. Statistical or database languages also a plus: R, MATLAB, SQL, etc.
- Knowledge of Reinforcement Learning / Approximate Dynamic Programming: MDP, Monte Carlo, MCTS, TD, Dyna-Q, online vs. offline learning, exploration strategies (epsilon-greedy, optimistic initial values, UCB1, etc.), DQN, DDQN, Dueling DQN, DDPG, REINFORCE, A2C, A3C, PPO, TRPO, SAC, MARL.
- Knowledge of Control Theory: Optimal control, MPC, LGQ, Adaptive Control
- Knowledge of standard Machine Learning models and techniques: Linear regression, logistic regression, decision trees, SVM, kNN, ensemble learning, XGBoost.
- Knowledge of Deep Learning architectures and use cases: ANN, CNN, RNN, VAE.
- Familiarity with some of the following AI and Data Science frameworks: Pandas, PyTorch, Tensorflow/Keras, MXNET, Scikit-learn, Matplotlib, Numpy, fast.ai, Tensorboard, Ignite, Weights & Biases, etc.
- 2+ years of experience, including academic experience, in any of the above.
Ways to Stand Out
- Experience with RL Frameworks: OpenAI Gym, Dopamine, RLLib, OpenAI Baselines, Stable Baselines, Garage, Coach, etc.
- Experience with simulation and modeling tools: AnyLogic, Arena, Panda3D, Simio, SimPy, etc.
- Familiarity with any software IDE: PyCharm, IntelliJ, Visual Studio, Jupyter Notebook, etc.
- Familiarity with Cloud Computing: GCP, Azure, AWS, Docker, Kubernetes, edge computing
- Other software engineering skills: Git, Anaconda, OOP, test-driven design, common design patterns, dependency management, and build tools.
Dematic is committed to supporting your continued professional growth. We offer training specifically aimed at your personal development and tailored to your individual job requirements. In addition to a great work environment, we offer a competitive compensation & benefits package.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Anaconda ANN Architecture AWS Azure Computer Science Computer Vision Deep Learning Docker Engineering fastai GCP Git Industrial Java Jupyter Keras Kubernetes Machine Learning Mathematics Matlab Matplotlib ML models Monte Carlo MVP MXNet NumPy OOP OpenAI Pandas PhD Python PyTorch R Reinforcement Learning Research RNN Scikit-learn SQL Statistics TensorFlow Weights & Biases XGBoost
Perks/benefits: Career development Competitive pay
More jobs like this
Explore more AI, ML, Data Science career opportunities
Find even more open roles in Artificial Intelligence (AI), Machine Learning (ML), Natural Language Processing (NLP), Computer Vision (CV), Data Engineering, Data Analytics, Big Data, and Data Science in general - ordered by popularity of job title or skills, toolset and products used - below.
- Open Research Scientist jobs
- Open Data Science Manager jobs
- Open Data Engineer II jobs
- Open BI Analyst jobs
- Open Data Scientist II jobs
- Open Principal Data Scientist jobs
- Open Business Data Analyst jobs
- Open Senior Business Intelligence Analyst jobs
- Open Business Intelligence Engineer jobs
- Open Sr Data Engineer jobs
- Open Data Science Intern jobs
- Open Lead Data Analyst jobs
- Open Sr. Data Scientist jobs
- Open Junior Data Scientist jobs
- Open Data Engineer III jobs
- Open MLOps Engineer jobs
- Open Manager, Data Engineering jobs
- Open Azure Data Engineer jobs
- Open Software Engineer, Machine Learning jobs
- Open Marketing Data Analyst jobs
- Open Data Analytics Engineer jobs
- Open Data Analyst II jobs
- Open Junior Data Engineer jobs
- Open Data Quality Analyst jobs
- Open Product Data Analyst jobs
- Open Data quality-related jobs
- Open GCP-related jobs
- Open Data management-related jobs
- Open Privacy-related jobs
- Open Data pipelines-related jobs
- Open ML models-related jobs
- Open PhD-related jobs
- Open Business Intelligence-related jobs
- Open APIs-related jobs
- Open PyTorch-related jobs
- Open Data visualization-related jobs
- Open LLMs-related jobs
- Open Finance-related jobs
- Open TensorFlow-related jobs
- Open Deep Learning-related jobs
- Open Consulting-related jobs
- Open Generative AI-related jobs
- Open Data governance-related jobs
- Open NLP-related jobs
- Open CI/CD-related jobs
- Open DevOps-related jobs
- Open Kubernetes-related jobs
- Open Snowflake-related jobs
- Open Hadoop-related jobs
- Open Docker-related jobs