Senior Data Scientist, ML and Algorithms

4 weeks ago

San Francisco CA, United States AllTrails Full time

AllTrails is the most trusted and used outdoors platform in the world. We help people explore the outdoors with hand-curated trail maps along with photos, reviews, and user recordings crowdsourced from our community of millions of registered hikers, mountain bikers, and trail runners in 150 countries. AllTrails is frequently ranked as a top-5 Health and Fitness app and has been downloaded by over 50 million people worldwide. AllTrails was selected as Apple's App of the Year in 2023
Every day, we solve incredibly hard problems so that we can get more people outside having healthy, authentic experiences and a deeper appreciation of the outdoors. Designing and implementing algorithms that power everything from the way we optimize our content to the way we personalize experiences
Designing machine learning models that will be pushed into production systems, at-scale
Identifying unique ways in which data can be transformed into solutions that directly drive revenue for the organization
Identifying technical and strategic gaps in our data science and ML Ops infrastructure and proactively driving best-in-class solutions
5+ years of work experience in data science
~ S. degree in data science, machine learning, artificial intelligence, mathematics, or equivalent practical experience
~ Proficiency with both Python and SQL
~ An understanding of both simple and complex machine learning and artificial intelligence concepts (e.g. clustering, regression, classification, deep learning, transformers, diffusion)
~ LLMs, RAG), vector embeddings, personalization, route optimization, knowledge graphs, geospatial trajectories (GPS / GIS)
~ Experience with the end-to-end machine learning lifecycle (data cleaning, feature extraction, training/testing, model evaluation, optimization, deployment, etc.)
~ Experience working with machine learning frameworks such as TensorFlow, Caffe2, PyTorch, Spark ML, scikit-learn, or related frameworks
~ Regularly enjoys reading highly technical research papers and translating learnings into effective prototypes
~ Strong attention to detail, analytical, and a problem solver with a keen insight for asking the right questions and building solutions to drive direct business value
~ Querying and manipulating data on the scale of TBs+
Experience with transformation tools like dbt or Dataform
Experience with best practices in ML ops and software development lifecycles
This is a full-time, salaried position that includes equity.
Physical & mental well-being including health, dental and vision benefits
Flexible parental leave
A successful candidate's starting salary will be determined based on various factors such as skills, experience, training and credentials, as well as other business purposes or needs. At AllTrails we're passionate about nurturing an inclusive workplace that values diversity. AllTrails participates in the E-Verify program for all remote locations.
By submitting my application, I acknowledge and agree to AllTrails' Job Applicant Privacy Notice.
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