Machine Learning Engineer - Local Services Search

TIKTOK PTE. LTD.; Singapore; On-site; SGD 125,000 - 150,000; Full time

Job summary

A leading tech company in Singapore is seeking a candidate to support local video services and improve user discovery. The role involves enhancing search experiences and utilizing large-scale machine learning techniques. Ideal candidates will have strong analytical skills, a foundation in machine learning and deep learning, and exceptional coding skills. Join a dynamic team focused on delivering personalized experiences for billions of users in a positive atmosphere with growth opportunities.

Benefits

Positive team atmosphere

Career growth opportunity

Meal allowance

Competitive compensation

Qualifications

• Excellent analytical and problem-solving skills.
• Strong foundation in machine learning and deep learning.
• Exceptional coding skills with knowledge of data structures and algorithms.
• Proficiency in Linux development environments.

Responsibilities

• Support local video services to enhance user discovery of life services.
• Improve search experience in local services to promote ecosystem growth.
• Utilize machine learning techniques in search and recommendation scenarios.
• Design and implement search algorithms across the full stack.

Skills

Analytical skills

Problem-solving skills

Machine learning

Deep learning

NLP

Personalization

Coding skills

Data structures

Algorithms

Linux

Job description

About TikTok

TikTok is the leading destination for short-form mobile video. At TikTok, our mission is to inspire creativity and bring joy. TikTok's global headquarters are in Los Angeles and Singapore, and we also have offices in New York City, London, Dublin, Paris, Berlin, Dubai, Jakarta, Seoul, and Tokyo.

Why Join Us

Inspiring creativity is at the core of TikTok's mission. Our innovative product is built to help people authentically express themselves, discover and connect – and our global, diverse teams make that possible. Together, we create value for our communities, inspire creativity and bring joy - a mission we work towards every day.

We strive to do great things with great people. We lead with curiosity, humility, and a desire to make impact in a rapidly growing tech company. Every challenge is an opportunity to learn and innovate as one team. We're resilient and embrace challenges as they come. By constantly iterating and fostering an "Always Day 1" mindset, we achieve meaningful breakthroughs for ourselves, our company, and our users. When we create and grow together, the possibilities are limitless. Join us.

Diversity & Inclusion

TikTok is committed to creating an inclusive space where employees are valued for their skills, experiences, and unique perspectives. Our platform connects people from across the globe and so does our workplace. At TikTok, our mission is to inspire creativity and bring joy. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach. We are passionate about this and hope you are too.

Job highlights

Positive team atmosphere, Career growth opportunity, 100+ mil users, Meal allowance, Competitive compensation

Responsibilities

About the team

Our Search Team enhances local services by improving user discovery of hospitality, dining, and leisure experiences while driving ecosystem growth. They leverage large-scale machine learning to refine search and recommendation systems, focusing on personalized relevance, CTR/CVR prediction, and optimized conversion efficiency for billions of users.

1. Support the local video service business to enhance user discovery of life services such as hospitality, dining, and leisure.
2. Improve the search experience in local services and promote ecosystem growth.
3. Utilize large-scale machine learning techniques in search and recommendation scenarios with billions of users to: Improve user shopping experiences & Enhance conversion efficiency.
4. Design and implement local services search algorithms across the full stack, including: Query analysis, relevance, recall, coarse ranking, fine ranking, and blended ranking. Personalized behavior modeling for relevance computation; CTR (Click-Through Rate) prediction, CVR (Conversion Rate) prediction. Vector recall and value blending.

Qualifications

Minimum Qualifications

1. Excellent analytical and problem-solving skills;
2. Strong foundation in machine learning and deep learning, with experience in: NLP (Natural Language Processing), Personalization;
3. Exceptional coding skills with solid knowledge of data structures and algorithms;
4. Proficiency in Linux development environments.

Preferred Qualifications

1. Prior experience in search, recommendation, or advertisement algorithms.
2. Familiarity with local life services and e-commerce businesses.