Generative AI

4 days ago


Toronto, Ontario, Canada Axiom Innovations Inc. Full time US$100,000 - US$130,000 per year

Axiom Innovations is a fast-growing business automation, process engineering and software solutions company. Our work and products are award winning. In 2024 & 2023, our flagship product Scarlett received the Mortgage Awards of Excellence for Best Product & Innovation.

Our work is focused on banking, mortgage origination and management, lending services, real estate and government.

Job Title:
Gen AI & Machine Learning Developer (AWS)

Location:
Toronto / Remote

Job Type:
Full-time/Contract

Department:
AI & Machine Learning

About the Role

We are seeking a highly skilled Generative AI & Machine Learning Developer
with expertise in
AWS technologies
to design, develop, and deploy cutting-edge AI/ML solutions. You will be responsible for building and optimizing generative AI models, leveraging AWS's robust cloud ecosystem to create scalable and efficient machine-learning applications.

Key Responsibilities

AI/ML Development & Model Deployment

  • Design, develop, and fine-tune
    Generative AI models (e.g., LLMs, GANs, VAEs, transformers)
    for various applications.
  • Implement
    ML pipelines
    using AWS services such as
    SageMaker, Bedrock, Lambda, and Step Functions
    .
  • Optimize ML models for performance, scalability, and cost-efficiency within AWS infrastructure.
  • Utilize
    AWS Inferentia & Trainium
    to accelerate AI model training and inference.

Cloud & Infrastructure

  • Deploy and manage AI/ML workloads on
    AWS SageMaker, EC2, ECS, EKS, and Lambda
    .
  • Design secure and scalable
    data pipelines
    using
    AWS Glue, S3, Redshift, and DynamoDB
    .
  • Implement
    MLOps
    best practices, ensuring continuous integration, deployment, and monitoring of models.
  • Optimize resource utilization and cost management using AWS services like
    Auto Scaling, Cost Explorer, and CloudWatch
    .

Data Engineering & Processing

  • Work with large-scale datasets using
    AWS Glue, EMR, Athena, and Redshift
    .
  • Implement real-time data streaming and processing with
    Kinesis, Kafka, and AWS Lambda
    .
  • Develop and manage feature stores for ML model training and inference.

Security, Compliance & Performance

  • Ensure AI/ML solutions meet
    security, privacy, and compliance
    requirements (e.g., HIPAA, GDPR, SOC 2).
  • Implement
    IAM roles, encryption, and secure API endpoints
    for AI services.
  • Monitor and debug AI/ML workloads using
    AWS CloudWatch, X-Ray, and Sagemaker Debugger
    .

Required Qualifications

  • 3+ years
    of experience in AI/ML development with a focus on Generative AI.
  • Strong programming skills
    in Python, TensorFlow, PyTorch, or JAX.
  • Experience with AWS AI/ML stack
    (SageMaker, Bedrock, Lambda, EC2, ECS, EKS).
  • Expertise in LLMs, GPT models, diffusion models, and transformer architectures
    .
  • Experience with
    MLOps, CI/CD for ML, and automated model monitoring
    .
  • Hands-on experience in
    data engineering
    and working with structured/unstructured datasets.
  • Strong understanding of
    cloud security, networking, and IAM policies
    .

Preferred Qualifications

  • AWS Certified Machine Learning – Specialty or AWS Certified Solutions Architect.
  • Experience with
    serverless AI architectures
    and
    multi-cloud AI deployment
    .
  • Knowledge of vector databases (e.g.,
    Pinecone, FAISS, Weaviate
    ) for retrieval-augmented generation (RAG).
  • Experience with
    Reinforcement Learning (RLHF) and fine-tuning LLMs
    .
  • Background in
    AI Ethics, Bias Mitigation, and Responsible AI Development
    .

Why Join Us?

  • Work on cutting-edge Generative AI and ML projects.
  • Access to AWS's latest AI/ML tools and cloud infrastructure.
  • Collaborative and innovative work environment with a strong technical team.
  • Competitive salary, benefits, and professional development opportunities.
  • If you're passionate about
    Generative AI, AWS technologies, and building next-generation AI solutions
    , we'd love to hear from you


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