Full-Time

Machine Learning Engineer

Post-Training

Posted on 7/29/2024

Cantina

Cantina

51-200 employees

Social gaming platform with AI interactions

Consumer Software
AI & Machine Learning
Gaming

Compensation Overview

$175k - $250kAnnually

Senior, Expert

San Francisco, CA, USA

Hybrid employment opportunities available.

Category
Natural Language Processing (NLP)
AI & Machine Learning
Required Skills
Kubernetes
Data Structures & Algorithms
Docker
Data Analysis
Requirements
  • 5+ years of experience of building production-grade LLMs or Speech & Audio machine learning models in industry and/or academic research settings.
  • Experience with data processing, analysis and curation.
  • Strong understanding of modern machine learning techniques (DPO, RLHF, transformers, etc)
  • Track-record of exceptional research or creative applied ML projects
  • Experience with product experimentation and A/B testing
  • Experience training large models in a distributed setting
  • Familiarity with ML deployment and orchestration (Kubernetes, Docker, cloud)
Responsibilities
  • Run evaluation and analysis of pre-trained models against certain performance and alignment issues.
  • Address these issues with additional training and fine-tuning techniques like DPO or RLHF.
  • Create datasets to address these issues.
  • Develop algorithms to improve the performance metrics.
  • Contribute to Cantina’s open-source ML projects.

Cantina.com offers a platform that merges social gaming with artificial intelligence, allowing users to create and interact with AI-driven bots in a virtual club called "The Cantina." Users can customize their experiences by adding bots with unique personalities, engaging in conversations, and creating AI art, making each interaction personalized. The company stands out by focusing on user-driven content and a dynamic experience, appealing to tech-savvy individuals and social gamers. Cantina operates on a subscription model, aiming to provide an engaging environment that leverages the growing interest in AI and social gaming.

Company Stage

Series B

Total Funding

$32.4M

Headquarters

New York City, New York

Founded

2014

Simplify Jobs

Simplify's Take

What believers are saying

  • Growing interest in AI-driven social gaming boosts Cantina's market potential.
  • Subscription-based model ensures steady recurring revenue for Cantina.
  • Potential partnerships with tech-forward brands can enhance Cantina's reach.

What critics are saying

  • Increased competition from emerging AI-driven platforms may dilute Cantina's market share.
  • Privacy concerns with AI interactions could impact user trust and engagement.
  • User fatigue with subscription models may affect Cantina's revenue growth.

What makes Cantina unique

  • Cantina offers a unique blend of social gaming and AI interaction.
  • The platform provides personalized experiences with AI-driven bots and user-generated content.
  • Cantina's invitation-only model creates an exclusive virtual club atmosphere.

Help us improve and share your feedback! Did you find this helpful?

INACTIVE