Machine Learning Engineer (with Vertex AI Experience)
Tiger Analytics is looking for a skilled and innovative Machine Learning Engineer with hands-on experience in Google Cloud Platform (GCP) and Vertex AI to design, build, and deploy scalable ML solutions. You will play a key role in operationalizing machine learning models and driving the end-to-end ML lifecycle, from data ingestion to model serving and monitoring.
Key Responsibilities:
- Develop, train, and optimize ML models using Vertex AI, including Vertex Pipelines, AutoML, and custom model training.
- Design and build scalable ML pipelines for feature engineering, training, evaluation, and deployment.
- Deploy models to production using Vertex AI endpoints and integrate with downstream applications or APIs.
- Collaborate with data scientists, data engineers, and MLOps teams to enable reproducible and reliable ML workflows.
- Monitor model performance and set up alerting, retraining triggers, and drift detection mechanisms.
- Utilize GCP services such as BigQuery, Dataflow, Cloud Functions, Pub/Sub, and GCS in ML workflows.
- Apply CI/CD principles to ML models using Vertex AI Pipelines, Cloud Build, and GitOps practices.
- Implement model governance, versioning, explainability, and security best practices within Vertex AI.
- Document architecture decisions, workflows, and model lifecycle clearly for internal stakeholders.
1. Advanced Generative AI
- Advanced RAG including Graph based hybrid retrieval
- Multimodal agent
- Deep knowledge on ADK , Langchain Agentic Frameworks
- Fine tuning and Distillation
2. Python Expertise
- Expert in Python with strong OOP and functional programming skills
- Proficient in ML/DL libraries: TensorFlow, PyTorch, scikit-learn, pandas, NumPy, PySpark
- Experience with production-grade code, testing, and performance optimization
3. GCP Cloud Architecture & Services
- Proficiency in GCP services such as:
- Vertex AI
- BigQuery
- Cloud Storage
- Cloud Run
- Cloud Functions
- Pub/Sub
- Dataproc
- Dataflow
- Understanding of IAM, VPC
6. API Development & Integration
- Designs and builds RESTful APIs using FastAPI or Flask
- Integrates ML models into APIs for real-time inference
- Implements authentication, logging, and performance optimization
7. System Design & Scalability
- Designs end-to-end AI systems with scalability and fault tolerance in mind
- Hands-on experience in developing distributed systems, microservices, and asynchronous processing
Benefits
Significant career development opportunities exist as the company grows. The position offers a unique opportunity to be part of a small, fast-growing, challenging and entrepreneurial environment, with a high degree of individual responsibility.
Tiger Analytics provides equal employment opportunities to applicants and employees without regard to race, color, religion, age, sex, sexual orientation, gender identity/expression, pregnancy, national origin, ancestry, marital status, protected veteran status, disability status, or any other basis as protected by federal, state, or local law.
Similar roles
Operator
Professional Excavators & Construction Inc·Calgary, Canada
Position Overview Professional Excavators & Construction Inc. is seeking skilled Operators to operate various heavy construction equipment on diverse projects. Operators will be responsible for efficiently handling equipment to support earthworks, grading, excavation, and other construction activities while adhering to safety and quality standards. Who We Are: Professional Excavators & Construction Inc. is a leading heavy civil construction company committed…
- Full-time
- Express Entry — PR day one, no employer
Project Manager, Agroforestry
veritree·Vancouver, Canada
VERITREE AND JOB OVERVIEW veritree is an award-winning climate tech start-up based in Vancouver. Launched in 2021, our technology measures and verifies the impact of global restoration efforts from the ground up. We are on a mission to plant 1 billion verified trees by 2030, collaborating with businesses, planting organizations, and consumers who believe in the transformative power of verified…
- Hybrid
- Full-time
- Express Entry — PR day one, no employer
Staff Machine Learning Engineer, Financial Connections
Stripe·New York City, United States
WHO WE ARE ABOUT THE TEAM Financial Connections is Stripe's open banking platform, enabling businesses to securely access consumer-permissioned financial data. Our platform connects to thousands of financial institutions, powering use cases from account verification to risk assessment to personal financial management. Across the Financial Connections Engineering org, we focus on delivering high-quality, enriched bank data at scale — building…
- Full-time
Administrative Assistant - Contract
Associa·Victoria, Canada
Victoria | Full Time | Temporary until April 2028 Our Victoria office is hiring a Full‑time Administrative Assistant to support our team. This role is a temporary position, covering a leave of absence until April 2028, with some potential for extension. WHAT THIS ROLE IS ABOUT The Administrative Assistant is responsible for providing clerical and administrative support to the licensed…
- Temp
- Express Entry — PR day one, no employer
Data Engineer (Bioinformatics)
Our Future Health·London, United Kingdom
We’re looking for a Data Engineer with a strong background in bioinformatics and genetics to help build the data pipelines supporting Our Future Health’s growing Clinical Research Recruitment Service. This is an opportunity to combine genetics, bioinformatics and modern data engineering, working with data at significant scale while contributing directly to research that could improve how diseases are prevented, detected…
- Hybrid
- Full-time
S26014 Educational Assistant - Faith Based
Lethbridge School Division·Lethbridge, Canada
EDUCATIONAL ASSISTANT The Lethbridge School Division has an opening for an Educational Assistant to support students commencing immediately. Lethbridge School Division is committed to fostering an inclusive learning environment for all students that embraces diversity while functioning in a dynamic, innovative, and fast paced environment. Our Division is a proud neighbor to the largest First Nation reserve area in Canada…
- Full-time
- Express Entry — PR day one, no employer
Expression of Interest - Superviseur de l'Eclairage / Lighting Supervisor
Bardel Entertainment·Montréal, Canada
NOTRE HISTOIRE Depuis plus de 35 ans, Bardel Entertainment ne cesse de grandir et d’évoluer, tout en restant fidèle à ses racines créatives et à l’art de l’animation. Notre quête d’idées nouvelles, de techniques innovantes et de technologies de pointe est guidée par la conviction qu’ensemble, grâce à la créativité et à la collaboration, tout est possible ! Si vous…
- Hybrid
- Full-time
- Express Entry — PR day one, no employer
Solutions Impact Engineer
veritree·Vancouver, Canada
VERITREE AND JOB OVERVIEW veritree is an award-winning climate tech start-up based in Vancouver. Launched in 2021, our technology measures and verifies the impact of global restoration efforts from the ground up. We are on a mission to plant 1 billion verified trees by 2030, collaborating with businesses, planting organizations, and consumers who believe in the transformative power of verified…
- Full-time
- Express Entry — PR day one, no employer
