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Key skills for this role
Own the full ML lifecycle : Take projects from ideation to production, including feature engineering, model selection, deployment, and model observability and evaluation.
Translate business needs into ML solutions : Gather product requirements and translate them into robust ML system design requirements.
Build recommendation and ranking systems : Architect and launch ranking and recommendation infrastructure from scratch, initially via integrated off-the-shelf models, and evolving to targeted and customized solutions in the long term.
Solve complex problems : Work on a variety of information extraction, information storage and information retrieval problems for both structured and unstructured data.
Collaborate cross-functionally : Partner with cross-functional (product, infra, data engineering, and software engineering) teams to build robust, high-scale systems that underlie all of our data processing and ML Operations.
5+ years of experience in software engineering and/or Machine Learning experience in applying machine learning in production.
Hands-on experience developing ranking or recommendation systems from scratch, deployed at scale using techniques such as learn-to-rank, explainable recommendations
Strong understanding of machine learning techniques, including clustering and decision trees
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Experience with serving ML models for streaming and batch inference at scale.
Experience with vector or graph databases.
Proficiency in Python and modern ML frameworks (PyTorch, Scikit-learn, or similar).
Track record of building maintainable, testable, and production-grade codebases.
Experience with observability tools for online and offline model evaluation, A/B testing, and tracing for AI applications.
Experience with dataset engineering, including data curation, augmentation, and synthesis, to assist ML model improvement.
Experience with graph-based recommendation systems, such as graph NN.
Experience with packaging, CI/CD and pipeline automation.
Tech stack : Our ML pipeline manages multiple Python services that support various AI features, including utilizing OCR to extract information from unstructured data, serving embedding models to vectorize chunks, and ranking a list of recommendations based on relevance and user preference.
Our culture is a key part of how we operate, as well as our hiring process:
We iterate quickly. As such, you must be comfortable embracing ambiguity, be able to cut through it, and deliver value to our customers.
We are candid, transparent, and speak our minds while simultaneously caring personally with each person we interact with.
We make data-driven decisions and make the best decision for the moment based on the information available.
If you’d like to learn more about our values, click here .
Work Location: San Francisco, New York, or US Remote (Affinity is registered to employ in certain U.S. states)
For those located in San Francisco or New York, for this role we're embracing a hub-hybrid model, designed to balance flexibility with meaningful in-person collaboration. Team members within commuting distance are expected in-office 2 days per week, typically Tuesday through Thursday. We believe great things happen when people come together intentionally to connect, create, and build momentum as a team.
We live our values: As owners, we take pride in everything we do. We embrace a growth mindset, engage in respectful candor, act as playmakers, and "taste the soup" by diving deep into experiences to create the best outcomes for our colleagues and clients.
Health Benefits: We cover your medical, dental, and vision insurance premiums with comprehensive PPO, HDHP and HMO options (in CA), and offer flexible personal & sick days to support your well-being.
Retirement Planning: We offer a 401(k) plan to help you plan for your future.
Learning & Development: We provide an annual education budget and a comprehensive L&D program.
Wellness Support: We reimburse monthly for things like home internet, meals, and wellness memberships/equipment to support your overall health and happiness.
Team Connection: Virtual team-building activities and socials to keep our team connected, because building strong relationships is key to success.
Please note that the role compensation details below reflect the base salary only and do not include any equity or benefits. This represents the salary range that Affinity believes, in good faith, at the time of this posting, that it will pay for the posted job.
A reasonable estimate of the current range is $160,000 to $235,000 USD . Within the range, individual pay depends on various factors including geographical location and review of experience, knowledge, skills, abilities of the applicant.
With more than 3,000 customers worldwide and backed by some of Silicon Valley's best firms, Affinity has raised $120M to empower dealmakers to find, manage, and close more deals. How? Our Relationship Intelligence platform uses the wealth of data exhaust from trillions of interactions between Investment Bankers, Venture Capitalists, Consultants, and other strategic dealmakers to deliver automated relationship insights that drive over 450,000 deals every month. We are are proud to have received Inc. and Fortune Best Workplaces awards as well as to be Great Places to Work certified for the last 5 years running. Join us on our mission to make it possible for anyone to cultivate and fully harness their network to succeed.
AI-first private capital CRM helping private equity and venture capital firms source, manage, and close deals.
Visit company websiteJobs and hiring trendsUSD 160000-235000 yearly / year
Full-time
Senior · 5+ years experience
Hybrid
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