School of Physical and Mathematical Sciences

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Career Readiness

Top Employers Hiring PhD SPMS Graduates

DeepMind
DeepMind
IBM
IBM
NVIDIA
NVIDIA
Meta
Meta
Two Sigma
Two Sigma
Citadel
Citadel
McKinsey
McKinsey
Deloitte
Deloitte

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NVIDIANVIDIA
ML Engineer
Level 01
ML System Design
Model Architecture Selection
Inference Trade-off
Level 02
Training Pipeline
Data Pipeline Design
Training Loop Logic
Level 03
Evaluation Framework
Metric Selection
Offline vs Online

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Level 19
Foundation Model Strategy
Pre-train vs Fine-tune
Model Selection
Level 20
Senior ML Simulation
End-to-End System
Trade-off Recommendation

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