Senior Machine Learning Engineer, Recommendation - TikTok eCommerce

Tiktok Inc
San Jose, CA, United States
4 days ago
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Role details

Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Expert
Experience required
3 years minimum
Working hours
Regular working hours

Tech stack

Artificial Neural Networks Computer Vision Big Data C++ (Programming Language) Software Code Optimization Computer Programming Software Debugging Information Retrieval Python (Programming Language) Logistic Regression Machine Learning Natural Language Processing
+7 more
Tensorflow Feature Engineering Deep Learning Build Management Information Technology Xgboost Data Pipelines

Job description

E-commerce is a new and fast growing business that aims at connecting all customers to excellent sellers and quality products on TikTok Shop, through E-commerce live-streaming, E-commerce short videos, and commodity recommendation. We are a group of applied machine learning engineers and data scientists that focus on E-commerce recommendations. We are developing innovative algorithms and techniques to improve user engagement and satisfaction, converting creative ideas into business-impacting solutions. We are interested and excited in applying large scale machine learning to solve various real-world problems in E-commerce., * Participate in building large-scale (10 million to 100 million) e-commerce recommendation algorithms and systems, including commodity recommendations, live stream recommendations, short video recommendations etc. in TikTok

  • Build long and short term user interest models, analyze and extract relevant information from large amounts of various data and design algorithms to explore users latent interests efficiently
  • Design, develop, evaluate and iterate on predictive models for candidate generation and ranking(eg. Click Through Rate and Conversion Rate prediction) , including, but not limited to building real-time data pipelines, feature engineering, model optimization and innovation
  • Design and build supporting/debugging tools as needed Minimum Qualifications

Requirements

Machine Learning, eCommerce, eCommerce, Algorithms, Data Science, Business Growth, Machine Learning, Sales, Customer Satisfaction, Analysis Skills, * Bachelor or above degree in Computer Science or related fields with strong programming and problem-solving ability

  • At least 3 years working experience in one of the following fields: recommendation algorithm, online advertising, information retrieval, natural language processing, computer vision, machine learning, large-scale data mining, or related fields

Preferred Qualifications:

  • Familiar with one or more of the algorithms such as Collaborative Filtering, Matrix Factorization, Factorization Machines, Word2vec, Logistic Regression, Gradient Boosting Trees, Deep Neural Networks, Wide and Deep etc.
  • Experience in Deep Learning Tools such as tensorflow/pytorch
  • Experience with at least one programming language like C++/Python or equivalent

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