Senior Data Scientist

Talentify

Monterey (CA)

On-site

USD 120,000 - 180,000

Full time

14 days+
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Job summary

Talentify seeks a Senior Data Scientist to lead end-to-end ML projects from requirements to production. You will perform A/B test analysis and build ranking models for search results and personalized recommendations.

You will develop category classifiers, text embeddings, and customer segmentation models, while collaborating with cross-functional teams and mentoring juniors.

Qualifications

  • Bachelor's degree in CS, Business Analytics or related field.
  • At least 5 years of relevant experience in data science or ML.
  • Proficient in Python and R, with hands-on ML model development.

Responsibilities

  • Lead end-to-end ML projects from requirements to production.
  • Perform A/B tests analysis and build ranking models for search and recommendations.
  • Develop category classifiers and text embeddings, tune models and evaluate them.
  • Collaborate with search, data engineering and marketing teams; mentor juniors.
  • Present findings to technical and non-technical stakeholders.

Skills

PyTorch
TensorFlow
Scikit-learn
Pandas
Python
R
Deep Learning
SQL
AWS Athena
BigQuery
Google Analytics
Transformers
NLP
KNN

Education

Bachelor's degree

Tools

Git/Bitbucket
Tableau
Jupyter

Job description

Position: Senior Data Scientist

Work Location: 1302 Pleasant Ridge Rd., Greensboro,

JOB DESCRIPTION

Perform statistical analysis of a/b tests and build machine learning ranking models for search result ranking and personalized recommendations. Build models for category classifiers in predicting categories for a product or search keyword, fine tune out of box models such as word2vec or Bert, text embedding, customer segmentations models, and help support various business decision making process. Complete ownership from requirements, solution design, development, production launch and post launch production support. Work through all phases of development including data analysis, model prototyping, model evaluation (offline/online), training data set, automation and maintenance. Participate in code reviews and regular on-call rotations. Collaborate with other teams including search and data engineering, web and marketing analysts, data analyst, project managers, system team and other contractors/consultants. Write code in Python/R using various statistical techniques and machine learning models, maintain all the code in repository such as Git/Bitbucket. Hands on development and deliver the work in sprint cycle. Develop visualization of data with tools such as Jupyter notebooks and integrations with Tableau. A/B test evaluation, share the findings with the team. Communicate summarized results to technical and non-technical stakeholders to help them make decision. Work with search engineers and data engineers in integrating ML models, analytics pipeline, work with ML Engineers/Data Engineers in deploying models to production, participate in MLOps processes. Work with stakeholders throughout the organization to identify opportunities for leveraging machine learning techniques across other business verticals. Mentor Jr. team members, define architecture, code review.

REQUIREMENTS

Must possess a Bachelor’s degree in Computer Science, Business Analytics, or a closely related degree and 5 years of experience in the job offered or related role.

Must possess experience with:

  • (i) Machine learning Tech Stack;
  • (ii) PyTorch;
  • (iii) TensorFlow;
  • (iv) Scikit-learn;
  • (v) Pandas;
  • (vi) Python R;
  • (vii) Deep Learning frameworks;
  • (viii) Database SQL queries;
  • (ix) AWS Athena;
  • (x) BigQuery and Google Analytics tagging and integration;
  • (xi) ML models for information retrieval algorithms;
  • (xii) Transformers and encoders;
  • (xiii) ANN/KNN;
  • and (xiv) Programming skills, statistical techniques, clustering techniques, predictive modeling, AI/ML/NLP, architecture diagramming, and problem solving and debugging skills.
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