Machine Learning Engineer

6 days ago

Vancouver, British Columbia, Canada roomvu Full time
Machine Learning Engineer

Salary: 70,000 CAD to 110,000 CAD (per year)

Job Description:

We are looking for an experienced Machine Learning Engineer to help build and optimize advanced Human-in-the-Loop (HITL) AI models for reading, summarizing, and analyzing news content. The successful candidate will have a strong foundation in natural language processing (NLP), text summarization, and contextual analysis, combined with practical experience in designing machine learning systems that can iteratively improve through human feedback.

As a key member of our team, you will be responsible for developing AI-driven models that not only summarize news articles but also extract deeper context, sentiment, and key insights. You will collaborate closely with data scientists, product managers, and engineers to deploy these models into real-world applications.

Key Responsibilities:

  • Develop and Optimize AI Models: Build, train, and fine-tune machine learning models that process large volumes of news data, summarize articles, and extract key insights.
  • Text Summarization & NLP: Design and implement NLP algorithms for both extractive and abstractive summarization, ensuring summaries are coherent, concise, and contextually relevant.
  • Context Analysis & Sentiment Extraction: Develop models that can understand and analyze the context and sentiment behind news articles, including tone, intent, and underlying themes.
  • System Design: Integrate human feedback mechanisms to continuously improve AI model performance, addressing challenges like biases, accuracy, and alignment with user preferences.
  • Model Evaluation & Iteration: Continuously assess and improve model accuracy and reliability through A/B testing, user feedback, and data analysis.
  • Collaboration: Work with cross-functional teams including product managers and other engineers to ensure models align with business objectives and technical requirements.
  • Data Collection & Annotation: Assist in sourcing and curating high-quality training datasets, including news articles, to ensure the AI models are trained with diverse and accurate information.

Skills & Qualifications:

  • Machine Learning & AI Knowledge: Strong understanding of machine learning algorithms, with hands-on experience in applying them to natural language processing and text analysis tasks (e.g., classification, clustering, summarization).
  • Natural Language Processing (NLP): Expertise in key NLP techniques such as abstractive and extractive summarization, named entity recognition (NER), topic modeling, sentiment analysis, and semantic parsing.
  • Human-in-the-Loop Systems: Experience in designing systems where human input is integrated to refine and improve model outputs iteratively.
  • Programming Languages: Proficiency in Python and relevant machine learning libraries like TensorFlow, PyTorch, spaCy, Hugging Face Transformers, sci-kit-learn, or NLTK.
  • Deep Learning Frameworks: Familiarity with deep learning techniques and frameworks, particularly for NLP tasks (e.g., RNNs, LSTMs, Transformers).
  • Data Processing & Feature Engineering: Experience with data wrangling, text preprocessing, and feature extraction techniques for unstructured text data.
  • Contextual & Sentiment Analysis: Ability to design models that understand subtle nuances in language such as sarcasm, irony, and other complex sentiments within the news.
  • Evaluation Metrics & Model Fine-Tuning: Familiarity with performance metrics such as precision, recall, F1 score, and BLEU for evaluating NLP models.
  • Version Control & Collaboration Tools: Experience with version control systems (e.g., Git) and collaboration platforms (e.g., Jira, Confluence) for agile development.
  • Problem-Solving & Critical Thinking: Strong analytical skills with the ability to troubleshoot model issues, debug code, and suggest improvements based on testing and evaluation results.

Preferred Qualifications:

Master's degree or PhD in Computer Science, Data Science, Machine Learning, or a related field.

Experience with large-scale real-time data processing and deployment of machine learning models into production environments.

Familiarity with cloud platforms like AWS, GCP, or Azure for deploying and scaling machine learning models.

Knowledge of ethics in AI and bias mitigation strategies for NLP systems.

Why Join Us?

Work at the cutting edge of AI technology and contribute to real-world applications in the media and news sectors.

Be part of a fast-paced, collaborative team focused on solving complex, high-impact challenges.

Opportunity for personal and professional growth as you work on challenging projects in the rapidly evolving field of AI.

What We Offer

  • Opportunity to grow within the company.
  • Competitive salary and performance-based bonus.
  • PTO and paid holidays.
  • Health benefits include dental care and private practitioner access.
  • Opportunities for professional development and advancement.
  • Fun weekly happy hours and team-building events.
  • A supportive, close-knit work environment.

Roomvu is proud to be an Equal Opportunity Employer. We evaluate qualified applicants without regard to race, color, national origin, religion, sex, sexual orientation, gender identity, disability, protected veteran status, and other statuses protected by law.

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