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NNextGen AI Learn

Skills index

45 skills, mapped to roles and paths.

Browse by what hiring managers ask for. Each skill links to the careers that weigh it heavily and the paths that cover it.

Communication

2 roles · 0 paths

Prompt design

2 roles · 0 paths

Product sense

2 roles · 0 paths

Evaluation

2 roles · 0 paths

Math

1 role · 0 paths

SQL & databases

1 role · 0 paths

CI/CD & IaC

1 role · 0 paths

Python+PyTorch

1 role · 0 paths

Experiment design

1 role · 0 paths

Application security

1 role · 0 paths

Software engineering

1 role · 0 paths

PyTorch / JAX

1 role · 0 paths

Model architectures

1 role · 0 paths

Cloud architecture

1 role · 1 path

Monitoring

1 role · 0 paths

Research writing

1 role · 0 paths

Threat modeling

1 role · 0 paths

RAG & integration

1 role · 1 path

Data modeling

1 role · 0 paths

Data augmentation

1 role · 0 paths

Vendor evaluation

1 role · 0 paths

Software design

1 role · 0 paths

Cost optimization

1 role · 0 paths

Adversarial ML

1 role · 0 paths

Product thinking

1 role · 0 paths

User research

1 role · 0 paths

Distributed systems

1 role · 0 paths

Linear algebra

1 role · 0 paths

Real-time inference

1 role · 0 paths

Compliance & security

1 role · 0 paths

Cost modeling

1 role · 0 paths

API integration

1 role · 0 paths

Data engineering

1 role · 0 paths

LLM internals

1 role · 1 path

Data analysis

1 role · 0 paths

Cloud & ops

1 role · 1 path

Compliance

1 role · 0 paths

Vector stores

1 role · 0 paths

Statistics

1 role · 0 paths

Edge deployment

1 role · 0 paths

Engineering

1 role · 0 paths