... probabilistic modeling, databricks, Ray RLLib, Gymnasium, PettingZoo (MARL). Company : ClifyX provides innovative business solutions which satisfy requirements for mission-critical reliability ...
... probabilistic modeling, databricks, Ray RLLib, Gymnasium, PettingZoo (MARL). Company : ClifyX provides innovative business solutions which satisfy requirements for mission-critical reliability ...
$150 - $210/hr
Simulation engine / Monte Carlo / probabilistic modeling experience * Computer vision or image analysis (for creative intelligence) * Ad-tech or growth engineering background * A/B testing or ...
New
$150 - $210/hr
Simulation engine / Monte Carlo / probabilistic modeling experience * Computer vision or image analysis (for creative intelligence) * Ad-tech or growth engineering background * A/B testing or ...
New
$145 - $180/hr
Graduate degree in engineering, science, statistics, or a related field Demonstrated expertise in probabilistic resource adequacy metrics (e.g., LOLE, EEU) and/or economic production cost modeling ...
New
$145 - $180/hr
Graduate degree in engineering, science, statistics, or a related field Demonstrated expertise in probabilistic resource adequacy metrics (e.g., LOLE, EEU) and/or economic production cost modeling ...
New
Hydraulics Practice Lead - Dams and Levees
Louisville, KY · On-site +1
$93K - $123K/yr
Projects span hydraulic modeling of various complexities, spillway, and other hydraulic structure evaluation and design, supporting probabilistic risk analysis, hydraulic and hydrologic modeling for ...
Hydraulics Practice Lead - Dams and Levees
Louisville, KY · On-site +1
$93K - $123K/yr
Projects span hydraulic modeling of various complexities, spillway, and other hydraulic structure evaluation and design, supporting probabilistic risk analysis, hydraulic and hydrologic modeling for ...
Hydraulics Practice Lead - Dams and Levees
Louisville, KY · On-site
$93K - $123K/yr
Projects span hydraulic modeling of various complexities, spillway, and other hydraulic structure evaluation and design, supporting probabilistic risk analysis, hydraulic and hydrologic modeling for ...
Hydraulics Practice Lead - Dams and Levees
Louisville, KY · On-site
$93K - $123K/yr
Projects span hydraulic modeling of various complexities, spillway, and other hydraulic structure evaluation and design, supporting probabilistic risk analysis, hydraulic and hydrologic modeling for ...
Hydraulics Practice Lead - Dams and Levees
Louisville, KY · On-site +1
$93K - $123K/yr
Projects span hydraulic modeling of various complexities, spillway, and other hydraulic structure evaluation and design, supporting probabilistic risk analysis, hydraulic and hydrologic modeling for ...
Hydraulics Practice Lead - Dams and Levees
Louisville, KY · On-site +1
$93K - $123K/yr
Projects span hydraulic modeling of various complexities, spillway, and other hydraulic structure evaluation and design, supporting probabilistic risk analysis, hydraulic and hydrologic modeling for ...
Artificial Intelligence (AI) Tutor
Louisville, KY · Remote
$18 - $40/hr
... probabilistic reasoning, and ethical AI considerations. Ability to explain supervised and ... Guides students through implementing classification and regression models, designing neural ...
Artificial Intelligence (AI) Tutor
Louisville, KY · Remote
$18 - $40/hr
... probabilistic reasoning, and ethical AI considerations. Ability to explain supervised and ... Guides students through implementing classification and regression models, designing neural ...
Artificial Intelligence (AI) Tutor
Lexington, KY · Remote
$18 - $40/hr
... probabilistic reasoning, and ethical AI considerations. Ability to explain supervised and ... Guides students through implementing classification and regression models, designing neural ...
Artificial Intelligence (AI) Tutor
Lexington, KY · Remote
$18 - $40/hr
... probabilistic reasoning, and ethical AI considerations. Ability to explain supervised and ... Guides students through implementing classification and regression models, designing neural ...
$140 - $190/hr
Experience defining measurable acceptance criteria for probabilistic features such as model outputs, alerts, recommendations, or rankings. * Strong understanding of data pipelines, APIs, data quality ...
$140 - $190/hr
Experience defining measurable acceptance criteria for probabilistic features such as model outputs, alerts, recommendations, or rankings. * Strong understanding of data pipelines, APIs, data quality ...
$140 - $206/hr
... models leverage meaningful scientific features rather than spurious correlations.* Assess the quality, completeness, and limitations of available data.* Apply statistical, probabilistic, and ...
New
$140 - $206/hr
... models leverage meaningful scientific features rather than spurious correlations.* Assess the quality, completeness, and limitations of available data.* Apply statistical, probabilistic, and ...
New
$146 - $194/hr
By bringing the expertise, technology, and business model of the 21st century's most innovative ... Design and implement robust filters, estimators, and probabilistic reasoning systems that enable ...
New
$146 - $194/hr
By bringing the expertise, technology, and business model of the 21st century's most innovative ... Design and implement robust filters, estimators, and probabilistic reasoning systems that enable ...
New
$220 - $292/hr
By bringing the expertise, technology, and business model of the 21st century's most innovative ... Design and implement robust filters, estimators, and probabilistic reasoning systems that enable ...
$220 - $292/hr
By bringing the expertise, technology, and business model of the 21st century's most innovative ... Design and implement robust filters, estimators, and probabilistic reasoning systems that enable ...
$146 - $194/hr
By bringing the expertise, technology, and business model of the 21st century's most innovative ... Design and implement robust filters, estimators, and probabilistic reasoning systems that enable ...
New
$146 - $194/hr
By bringing the expertise, technology, and business model of the 21st century's most innovative ... Design and implement robust filters, estimators, and probabilistic reasoning systems that enable ...
New
Genetics Tutor
Lexington, KY · Remote
$18 - $40/hr
Ability to explain linkage analysis, Hardy-Weinberg equilibrium, and gene regulation models while ... Emphasizes probabilistic reasoning and connects genetics to genetic counseling, forensic science ...
Genetics Tutor
Lexington, KY · Remote
$18 - $40/hr
Ability to explain linkage analysis, Hardy-Weinberg equilibrium, and gene regulation models while ... Emphasizes probabilistic reasoning and connects genetics to genetic counseling, forensic science ...
Genetics Tutor
Louisville, KY · Remote
$18 - $40/hr
Ability to explain linkage analysis, Hardy-Weinberg equilibrium, and gene regulation models while ... Emphasizes probabilistic reasoning and connects genetics to genetic counseling, forensic science ...
Genetics Tutor
Louisville, KY · Remote
$18 - $40/hr
Ability to explain linkage analysis, Hardy-Weinberg equilibrium, and gene regulation models while ... Emphasizes probabilistic reasoning and connects genetics to genetic counseling, forensic science ...
$120 - $145/hr
... complex data models, this role is for you. Responsibilities: 1. Data Ingress & Decoupled ... probabilistic patient matching at scale. * Productize Survivorship Logic to establish rules for ...
New
$120 - $145/hr
... complex data models, this role is for you. Responsibilities: 1. Data Ingress & Decoupled ... probabilistic patient matching at scale. * Productize Survivorship Logic to establish rules for ...
New
$180 - $300/hr
... of model behavior, tool use, grounding, evaluations, human feedback, and the reliability challenges of probabilistic systems. * Experience designing and building sophisticated workflow, data ...
New
$180 - $300/hr
... of model behavior, tool use, grounding, evaluations, human feedback, and the reliability challenges of probabilistic systems. * Experience designing and building sophisticated workflow, data ...
New
System Test and Validation Lead
Louisville, KY · On-site +1
Experience validating AI/ML-enabled systems, distinguishing deterministic and probabilistic tool ... Experience with AI governance processes, including AI use case tracking, model risk classification ...
System Test and Validation Lead
Louisville, KY · On-site +1
Experience validating AI/ML-enabled systems, distinguishing deterministic and probabilistic tool ... Experience with AI governance processes, including AI use case tracking, model risk classification ...
$150 - $190/hr
... probabilistic and deterministic financial models; leveraging knowledge of regulatory capital regimes, including the Basel and CCAR framework, to calculate and optimize return on equity; running ...
$150 - $190/hr
... probabilistic and deterministic financial models; leveraging knowledge of regulatory capital regimes, including the Basel and CCAR framework, to calculate and optimize return on equity; running ...
System Test and Validation Lead
Louisville, KY · On-site +1
Experience validating AI/ML-enabled systems, distinguishing deterministic and probabilistic tool ... Experience with AI governance processes, including AI use case tracking, model risk classification ...
System Test and Validation Lead
Louisville, KY · On-site +1
Experience validating AI/ML-enabled systems, distinguishing deterministic and probabilistic tool ... Experience with AI governance processes, including AI use case tracking, model risk classification ...
Probabilistic Modeling information
What is probabilistic modeling?
Probabilistic modeling is a mathematical framework used to represent uncertain events or data by using probability distributions. Instead of giving a single outcome, it accounts for variability and randomness, allowing predictions and inferences even when information is incomplete or ambiguous. Probabilistic models are widely used in fields like statistics, machine learning, finance, and engineering to analyze data, make forecasts, and support decision-making under uncertainty.
What are the key skills and qualifications needed to thrive as a probabilistic modeler, and why are they important?
To thrive as a Probabilistic Modeler, you need a strong background in mathematics, statistics, and probability theory, often supported by a degree in applied mathematics, statistics, or a related field. Proficiency with programming languages like Python or R, and experience with statistical modeling tools and software such as TensorFlow or PyMC, are typically required. Strong analytical thinking, problem-solving abilities, and effective communication skills help translate complex models into actionable insights. These skills are vital for designing accurate models, interpreting uncertainty, and supporting data-driven decisions across various industries.
What are some common challenges faced by professionals in probabilistic modeling roles, and how can they be managed?
Professionals in probabilistic modeling often encounter challenges such as working with incomplete or noisy data, choosing the right model complexity, and ensuring model interpretability for stakeholders. Managing these challenges involves strong statistical knowledge, regular collaboration with domain experts, and effective communication to translate complex results for non-technical team members. Staying up-to-date with the latest tools and methodologies, and participating in peer reviews, can also help maintain model accuracy and reliability.
What is the difference between Probabilistic Modeling vs Data Scientist?
| Aspect | Probabilistic Modeling | Data Scientist |
|---|---|---|
| Required Credentials | Degree in statistics, mathematics, or related fields; knowledge of probability theory | Degree in computer science, statistics, or related fields; programming skills |
| Work Environment | Research-focused, often in analytics or data science teams | Cross-functional teams, including business, engineering, and analytics |
| Industry Usage | Used in analytics, finance, healthcare, and research for modeling uncertainty | Applied across industries for data analysis, predictive modeling, and decision-making |
Probabilistic Modeling focuses on developing models based on probability theory to understand uncertainty, while Data Scientists utilize a broader set of skills including programming, data analysis, and machine learning to extract insights from data. Both roles often overlap but serve different primary purposes within data-driven organizations.
What are popular job titles related to Probabilistic Modeling jobs in Kentucky?
For Probabilistic Modeling jobs in Kentucky, the most frequently searched job titles are:
What job categories do people searching Probabilistic Modeling jobs in Kentucky look for?
The top searched job categories for Probabilistic Modeling jobs in Kentucky are:
What cities in Kentucky are hiring for Probabilistic Modeling jobs?
Cities in Kentucky with the most Probabilistic Modeling job openings:
Job description
Job Summary:
ClifyX is seeking a Decision Intelligence Engineer to build and deploy enterprise-scale decision systems. The role requires hands-on experience with various reinforcement learning methods and a deep understanding of decision-making frameworks.
Qualifications:
Required:
• 3+ years building and deploying enterprise scale decision systems.
• Hands-on experience with implementing policy gradient methods (PPO, A3C), value-based approaches (DQN, Q-learning) and off-policy algorithms.
• Deep familiarity with the Bellman equation, reward shaping, exploration-exploitation tradeoff, constraint mapping and knowing common failure points of real-world reinforcement learning systems.
• Ability to diagnose issues with policy learning and collapse, credit assignment issues, and distributional shifts affecting performance of the model.
• Deep learning frameworks (tensorflow, pytorch), linear programming, Markov decision processes, Actor-Critic methods, Offline RL methods (CQL, Decision Transformer), probabilistic modeling, databricks, Ray RLLib, Gymnasium, PettingZoo (MARL).
Company:
ClifyX provides innovative business solutions which satisfy requirements for mission-critical reliability, scalability, interoperations. Founded in 1998, the company is headquartered in South Plainfield, USA, with a team of 501-1000 employees. The company is currently Late Stage.
ClifyX is seeking a Decision Intelligence Engineer to build and deploy enterprise-scale decision systems. The role requires hands-on experience with various reinforcement learning methods and a deep understanding of decision-making frameworks.
Qualifications:
Required:
• 3+ years building and deploying enterprise scale decision systems.
• Hands-on experience with implementing policy gradient methods (PPO, A3C), value-based approaches (DQN, Q-learning) and off-policy algorithms.
• Deep familiarity with the Bellman equation, reward shaping, exploration-exploitation tradeoff, constraint mapping and knowing common failure points of real-world reinforcement learning systems.
• Ability to diagnose issues with policy learning and collapse, credit assignment issues, and distributional shifts affecting performance of the model.
• Deep learning frameworks (tensorflow, pytorch), linear programming, Markov decision processes, Actor-Critic methods, Offline RL methods (CQL, Decision Transformer), probabilistic modeling, databricks, Ray RLLib, Gymnasium, PettingZoo (MARL).
Company:
ClifyX provides innovative business solutions which satisfy requirements for mission-critical reliability, scalability, interoperations. Founded in 1998, the company is headquartered in South Plainfield, USA, with a team of 501-1000 employees. The company is currently Late Stage.
About ClifyX
Sourced by ZipRecruiter
ClifyX is a well-established player in the IT Services sector that specializes in providing result-oriented technological solutions to a wide range of industrial verticals. Based in South Plainfield, New Jersey, ClifyX offers a comprehensive selection of IT services that include project staffing, application development, professional consulting, and other IT-based solutions. While the company's website, clifyx.com, does not divulge the exact founding date, it is clear that ClifyX has grown into a renowned name within their domain, thanks to their unwavering commitment to innovative practices. The company's mission statement revolves around harnessing the power of technology to assist their clientele in steering their respective businesses towards success.
Industry
Recruiting and staffing services
Company size
51 - 200 Employees
Headquarters location
South Plainfield, NJ, US
Year founded
1998