Aledade

Senior ML/AI Researcher II - ML and AI modeling

United States

Not SpecifiedCompensation
Senior (5 to 8 years), Expert & Leadership (9+ years)Experience Level
Full TimeJob Type
UnknownVisa
Healthcare Technology, Health InformaticsIndustries

Requirements

Candidates must possess a BA/BTech in Statistics, Data Science, Computer Science, or a related field, along with 6+ years of experience in statistical analysis and machine learning, including ML modeling, hyperparameter tuning, feature engineering, and model validation. A strong understanding of causal inference and treatment effects estimation is required, complemented by 3-5 years of experience in selecting, implementing, and optimizing ML tools and frameworks for large-scale projects. Proficiency in Python (2+ years) and experience with deep learning and LLMs (1+ years) are essential, as is experience with large-scale distributed systems and statistical software like Spark (1+ years). The role also requires experience addressing challenges with incomplete, unrepresentative, and mislabeled data, and demonstrated contributions to the field through publications, patents, or successful large-scale implementations. Preferred qualifications include a Master's or PhD in a quantitative discipline, background in epidemiology, working knowledge of public health and health-tech systems, and proficiency in communicating complex analysis to diverse audiences.

Responsibilities

The Senior ML/AI Researcher II will develop and implement ML and AI solutions to improve healthcare outcomes, collaborating with engineering and analytics teams to integrate AI technology into existing products and workflows. Responsibilities include training and fine-tuning models using both off-the-shelf and novel ML/AI techniques to solve optimization problems, working with extensive and complex medical datasets, and conducting advanced data analysis. The role involves delivering working proof-of-concept solutions that balance speed, scalability, and time-to-market considerations.

Skills

Machine Learning
AI modeling
Optimization
Data Analysis
Python
Deep Learning
LLM
Distributed Systems
Spark
Causal Inference
Feature Engineering
Model Validation
Hyperparameter Tuning

Aledade

Supports independent primary care practices

About Aledade

Aledade operates in the primary care sector, focusing on supporting independent primary care practices. The company provides these practices with essential support and data to help them navigate the challenges of the changing healthcare landscape. Aledade offers personalized, on-the-ground assistance, ensuring that practices have timely access to the right data to improve the quality of care they deliver to their communities. Additionally, Aledade has developed a proprietary technology application that gives practices insights about their patients, further enhancing their care capabilities. Unlike many competitors, Aledade is dedicated to the success of independent practices, making it the largest network of its kind in the nation. The company's goal is to empower these practices to thrive and provide high-quality care through its support services and technology.

Bethesda, MarylandHeadquarters
2014Year Founded
$662MTotal Funding
SERIES_FCompany Stage
Enterprise Software, HealthcareIndustries
1,001-5,000Employees

Risks

Increased competition from platforms like Privia Health threatens Aledade's market share.
Integration challenges from acquiring Medical Advantage may disrupt operations in Michigan.
Rapid technological advancements require continuous updates to Aledade's technology platform.

Differentiation

Aledade partners with independent primary care physicians to create Accountable Care Organizations.
The company offers a proprietary technology platform for timely patient insights.
Aledade provides personalized, on-the-ground support to enhance care quality.

Upsides

Aledade's acquisition of Medical Advantage expands its presence in Michigan significantly.
The rise of telehealth creates new opportunities for Aledade's primary care practices.
Aledade's focus on value-based care aligns with increasing demand for ACOs.

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