- Apply latest developments in deep reinforcement learning to advance capabilities of autonomous systems
- Create OpenAI- Gym like environments for web and mobile applications
- Re-purpose OpenAI and DeepMind RL algorithms
- Understand and formulate solutions for hard RL problems for discrete action spaces.
- Experience in Computer Vision, Image Processing, Image/Video Analytics, Object Detection, etc.
- Expertise in prototyping deep reinforcement learning and computer vision solutions
- Ability to create multi-agent systems.
- Collaborate with the team (product owner, designers and other developers) and customers to holistically understand business and user requirements, and derive adequate application development concepts
- Build and evaluate algorithms for test optimization based on user behavior or statistical optimization.
Formal Education & Certification
Bachelor's/Master’s degree in computer science, Mathematics, Machine Learning or a related field, or equivalent experience.
Knowledge & Experience
- Expert in Python
- Up to date with the latest advancements in reinforcement learning. Specifically, on OpenAI Gym, Self Play, Multiagent systems
- Proficient in any of the deep learning frameworks such as PyTorch, Tensorflow, Keras
- Track record of developing novel learning algorithms and/or systems
- Experience in productionizing deep learning systems.
- Self-learner with a proven aptitude for acquiring knowledge and skills.
- Experience with creating, pre-processing data sets for computer vision applications
- Ability to initiate and drive projects to completion with minimal guidance
- Ability to communicate the results of analysis
- Highly effective time management, communication, and organizational skills.
- Commitment to personal growth and continuous learning.
- Proven analytical and problem-solving abilities.
- Ability to effectively prioritize and execute tasks in a high-pressure environment.
- Strong interpersonal and oral communication skills.
- Skilled at working within a team-oriented, collaborative environment.
- Unrelenting determination and results-oriented.
- Ability to present ideas and solutions in business-friendly and user-friendly language.
- Highly self-motivated and self-directed.
- Keen attention to detail.