Core Responsibilities (What They'll Actually Do)
Work hands-on in Databricks
Collaborate closely with engineers
Build and iterate on ML models for prediction and optimization
Apply:
Neural networks
Decision trees
Classical optimization techniques
Help kickstart new ML projects
Support early work on AI agents for design applications (nice to have, not required)
Interface with:
Vendor models
Internal ML pipelines
Contribute to ML Ops concepts (but not heavy engineering)
What This Role Is NOT (Very Important)
Not an ML Engineer
Not FastAPI / backend-heavy
Not a pure PhD / research scientist
Not a production-infra owner
Not primarily time-series modeling
Not someone living only in notebooks with no engineering context
Ideal Background (Clear Signal from the Call)
Strongly Preferred
Engineering background → Data Scientist
Classical engineering disciplines (Mechanical or Chemical is okay, but prefers data engineer)
Someone who converted into data science
Comfortable with:
ML fundamentals
Optimization problems
Real-world physical systems
Domain intuition > academic theory
Explicitly Not Looking For
"Pure” PhD data scientists
Research-only profiles with no applied context
Time Series Clarification
Time series = value add
Not a required skill
Nice if they've seen sensor / operational data
Do not block candidates for lack of deep forecasting experience
This reinforces:
They want applied ML + engineering thinking, not a forecasting specialist.
Skill Breakdown (Use This for Screening)
Must-Haves
Hands-on experience working in Databricks
Building ML models (not just evaluating outputs)
Neural networks + tree-based models
Optimization exposure (even classical methods)
Comfortable partnering with engineers
Practical, applied mindset
Nice-to-Haves
Some AI agent exposure (Databricks flavor is a bonus)
Some ML Ops familiarity (conceptual, not infra-heavy)
Light API awareness (but not FastAPI ownership)
Oil & gas domain exposure (cementing, production, operations)

DBServer

DBServer

Globant

Tabby

Depop

Sky Systems, Inc. (SkySys)

Sky Systems, Inc. (SkySys)

Sky Systems, Inc. (SkySys)