---
title: 'Machine Learning Engineer at Handshake'
canonical: 'https://feeny.ai/job/machine-learning-engineer-handshake-san-francisco-030gj3b0c6ts'
type: 'job'
last_seen: '2026-10-14'
---

# Machine Learning Engineer at Handshake

- **Company:** [Handshake](https://feeny.ai/companies/handshake)
- **Location:** San Francisco, CA
- **Employment:** full-time
- **Posted:** 2026-10-08
- **Last confirmed live:** 2026-10-14
- **Apply:** https://jobs.ashbyhq.com/handshake/42aca7f5-2f58-40ef-a6ce-19027d32a12f

## Job description

## About Handshake

Handshake was founded on a simple belief that everyone deserves a path to a great career, regardless of where they went to school or who they know. Today, we power 25 million job seekers, 1 million+ employers, and 1,600 educational institutions. In 2025, we started Handshake AI and built the fastest-growing AI data business in history. We work directly with frontier AI lab researchers to create evaluations, publish benchmarks, and push the boundary of data. We’ve grown from 0to~1B run rate and pay ~$60M to over 30K individuals every month.

Why join Handshake now:

- Shape how every career evolves in the AI economy, at global scale, with impact your friends, family and peers can see and feel
- Partner hand-in-hand with world-class AI labs, Fortune 500 partners and the world’s top educational institutions
- Work together with engineers, scientists, operators, and more from Palantir, Meta, Scale AI, and former YC founders
- Build a massive, fast-growing business with billions in revenue

## About the Role

Handshake is hiring a Machine Learning Engineer I for the Growth Relevance team. AI is transforming how students navigate their careers, and we're committed to providing innovative, responsible AI-powered solutions that guide students from educational aspirations to meaningful career opportunities. In this role, you will contribute directly to this mission by developing, deploying, and enhancing machine learning systems focused on lifecycle optimization, personalized notifications, and monetization strategies. You'll join a high-impact team leveraging cutting-edge ML infrastructure, including embedding-based retrieval, Graph Neural Networks, and multi-stage rankers built upon a robust data platform with billions of data points. Your work will drive critical marketplace metrics, enhance user engagement, and contribute to responsible AI practices around explainability, fairness, and quality.

## What You'll Do

- Innovator: Develop and iterate on machine learning models and features that directly influence user experience across lifecycle, notifications, and monetization — with guidance from senior engineers.
- Collaborator: Partner with senior engineers, data scientists, and product managers to develop and iterate on machine learning models that improve product features and user experience.
- Learner: Grow your technical depth by working alongside experienced ML practitioners, picking up best practices in model development, experimentation, and production deployment.

Desired Capabilities

- Bachelor’s degree in Computer Science, Data Science, or a related field
- 1-3 years of experience in machine learning, data science, or a related area
- Proficient in Python, with hands-on experience in frameworks such as scikit-learn, PyTorch, or TensorFlow
- Experience with deploying and evaluating agentic workflows
- Strong foundation in core ML concepts, including classification, regression, ranking, and model evaluation

Extra Credit

- Master’s degree or currently pursuing an advanced degree in a relevant field
- Exposure to areas such as recommendations, personalization, NLP, deep learning, LLMs, or explainable AI
- Familiarity with the ML lifecycle (e.g., experiment tracking, model monitoring, feature pipelines)
- Experience with cloud platforms (GCP, AWS, or Azure)
- Clear communicator, able to translate technical work for diverse audiences
- Collaborative mindset with experience working cross-functionally with product, analytics, and engineering teams

## Perks

Handshake delivers benefits that help you feel supported—and thrive at work and in life. The below benefits are for full-time US employees. 🎯 Ownership: Equity in a fast-growing company 💰 Financial Wellness: 401(k) match, competitive compensation, financial coaching 🍼 Family Support: Paid parental leave, fertility benefits, parental coaching 💝 Wellbeing: Medical, dental, and vision, mental health support, $500 wellness stipend 📚 Growth: $2,000 learning stipend, ongoing development 💻 Remote & Office: Internet, commuting, and free lunch/gym in our SF office

## About Handshake

## Company Overview
- **One-liner**: Handshake is the career network for the AI economy, connecting job seekers with internships, full-time roles, freelance gigs, and AI training work through a three-sided marketplace.
- **Entity Type**: Private (Series F; total funding $434M across 6 rounds)
- **Headquarters**: San Francisco, California, USA
- **Founded**: 2014
- **Founders**: Garrett Lord (CEO), Ben Christensen, Scott Ringwelski

## Core Business
- **Primary industry**: Career platform / Job marketplace / AI workforce infrastructure
- **Target customers**: B2C (job seekers, from students to experienced professionals) and B2B (employers including 100% of Fortune 500 and all foundational AI labs; also educational institutions)
- **Mission**: Expand access and improve outcomes for job seekers, helping the workforce stay ahead in the AI economy.

## Products & Services
- **Handshake Core Platform**: A three-sided marketplace connecting 25 million knowledge workers, 1,600+ schools, and 1 million employers. Features dynamic profiles, intelligent job matching, and interactive skill-building.
- **Handshake AI Enterprise**: AI-powered tools for employers and job seekers, including AI-driven matching, safety features, and pay management.
- **AI Trainer Gigs**: Paid, flexible, remote work for individuals to train and evaluate AI models (e.g., AI Evaluation Specialist, up to $40/hr) – no prior AI experience required.
- **Handshake Network**: Community events, career advice, and networking for students, experts, and professionals in AI and other fields.

## Market Standing
- **Valuation/Market Cap**: Not publicly disclosed
- **Key Metric**: Total funding $434M (6 rounds); annual revenue $56.5M (LinkedIn estimate)
- **Notable Investors/Partners**: Board includes representatives from General Catalyst, Kleiner Perkins, EQT Ventures, True Ventures, and Niantic. Strategic partners include 100% of the Fortune 500 and foundational AI labs.
- **Growth Signals**: Headcount at 5,272 employees (+708.8% YoY per LinkedIn); 1M+ companies on platform; 25M users; expansion into AI trainer gig economy; new roles in HAI (Handshake AI Enterprise) such as Applied AI Engineer, AI Platform Engineer, and Forward Deployed Engineer.

## Competitive Advantages
- **Network effects**: The only three-sided marketplace linking students, employers, and educational institutions at scale.
- **AI-first positioning**: Deep integration of AI into job matching, skill-building, and new freelance training roles – creating a unique ecosystem for the AI economy.
- **Trusted by elite institutions**: 1,600+ partner schools and every Fortune 500 company provides unparalleled reach into early-career talent.

## Strategic Focus
- **AI economy expansion**: Building the “career network for the AI economy” – expanding beyond college students to all knowledge workers, and adding AI training gigs as a new revenue and engagement stream.
- **Product innovation**: Heavy investment in Handshake AI Enterprise (HAI), including AI matching, safety, and pay infrastructure.
- **Global scaling**: Offices in San Francisco, New York, UK, and Bangalore; operating in 32 countries.

## Why Work Here
- **Culture**: Values include “Students first,” “Leave nothing to chance,” “Own the outcome,” “Invent and reinvent,” and “Olympic pace.” Emphasis on ownership, urgency, and constant evolution.
- **Remote/Hybrid policy**: Many roles are based in San Francisco or New York, but some positions (e.g., Trust & Safety Specialist, Support Specialist) are remote in the US. Recent openings show both office and remote options.
- **Benefits**: Health & wellness support, financial support, time off, modern offices with meals, snacks, and social activities. Strong focus on career growth and learning.
- **Career growth**: Rapid headcount growth suggests ample internal mobility; roles range from engineering (ML, AI, data) to customer success, partnerships, and product management.

## Sources
1. [joinhandshake.com/about](https://joinhandshake.com/about/)
2. [joinhandshake.com/careers](https://joinhandshake.com/careers/)
3. [linkedin.com/company/team-handshake](https://www.linkedin.com/company/team-handshake)
4. [joinhandshake.com](https://joinhandshake.com/)

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- [Forward Deployed Engineer I](https://feeny.ai/job/forward-deployed-engineer-i-handshake-india-v1y7tgkpw6yz) — India
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