Skills
ML / AI Skills
Machine Learning is the most in-demand skill for ML / AI roles, asked for in 78% of 1,309 live ML / AI listings. The most-requested skills are Machine Learning, Python, LLMs, PyTorch, and Deep Learning.
Ranked by live-role demand across active ML / AI listings. Updated 1 hour ago.
Most-requested skills
| Skill | Share of roles | Listings |
|---|---|---|
| Machine Learning | 78% | 1,026 |
| Python | 70% | 918 |
| LLMs | 52% | 684 |
| PyTorch | 43% | 569 |
| Deep Learning | 37% | 488 |
| Agentic AI | 33% | 432 |
| GPU | 26% | 343 |
| C++ | 22% | 282 |
| Data Engineering | 21% | 272 |
| TensorFlow | 20% | 268 |
| AWS | 19% | 246 |
| Fine-tuning | 18% | 233 |
| Robotics | 18% | 230 |
| Computer Vision | 17% | 225 |
| Generative AI | 17% | 217 |
| RAG | 16% | 212 |
| Autonomous Vehicles | 15% | 195 |
| Multimodal | 14% | 186 |
| Reinforcement Learning | 14% | 185 |
| GCP | 14% | 178 |
| Kubernetes | 13% | 168 |
| CUDA | 13% | 167 |
| NLP | 13% | 167 |
| Foundation Models | 12% | 161 |
| CI/CD | 12% | 154 |
| Distributed Systems | 11% | 150 |
| Docker | 11% | 146 |
| MLOps | 11% | 142 |
| JAX | 10% | 136 |
| TypeScript | 10% | 134 |
| Azure | 10% | 128 |
| Embeddings | 9% | 124 |
| Data Science | 9% | 119 |
| Transformers | 9% | 113 |
| Vector Databases | 8% | 106 |
| LangChain | 8% | 104 |
| Prompt Engineering | 7% | 98 |
| TensorRT | 7% | 97 |
| SQL | 7% | 93 |
| Quantization | 6% | 83 |
| vLLM | 6% | 83 |
| Triton | 6% | 79 |
| Spark | 6% | 77 |
| LangGraph | 6% | 72 |
| React | 5% | 71 |
| Model Context Protocol | 5% | 68 |
| pandas | 5% | 62 |
| MLflow | 4% | 58 |
| Java | 4% | 57 |
| Speech Recognition | 4% | 55 |
| Hugging Face | 4% | 53 |
| Rust | 4% | 51 |
| Airflow | 4% | 49 |
| Time Series | 4% | 48 |
| NumPy | 4% | 47 |
| SageMaker | 4% | 47 |
| scikit-learn | 3% | 45 |
| Diffusion Models | 3% | 44 |
| LlamaIndex | 3% | 44 |
| Terraform | 3% | 43 |
| JavaScript | 3% | 43 |
| Recommendation Systems | 3% | 41 |
| FastAPI | 3% | 41 |
| ONNX | 3% | 41 |
| Snowflake | 3% | 40 |
| CrewAI | 3% | 39 |
| PostgreSQL | 3% | 33 |
| Pinecone | 2% | 31 |
| Databricks | 2% | 31 |
| Mistral | 2% | 29 |
| Kafka | 2% | 23 |
| AutoGen | 2% | 21 |
| Node.js | 2% | 20 |
| LoRA | 2% | 20 |
| dbt | 1% | 19 |
| Vertex AI | 1% | 19 |
| Scala | 1% | 19 |
| Weaviate | 1% | 16 |
| Llama | 1% | 15 |
| LangSmith | 1% | 14 |
| Langfuse | 1% | 12 |
| Elasticsearch | 1% | 12 |
| Redis | 1% | 12 |
| Milvus | 1% | 12 |
| PEFT | 1% | 11 |
| Kotlin | 1% | 10 |
| Semantic Kernel | 1% | 10 |
| Flask | 1% | 10 |
| QLoRA | 1% | 9 |
| BigQuery | 1% | 9 |
| C# | 1% | 8 |
| MongoDB | 1% | 8 |
| Ruby | 1% | 7 |
| Django | 1% | 7 |
| Qdrant | 1% | 7 |
| BERT | 1% | 7 |
| pgvector | 1% | 7 |
| GraphQL | 1% | 7 |
| Android | 0% | 6 |
| DSPy | 0% | 5 |
| Ray | 0% | 5 |
| Go | 0% | 5 |
| RAGAS | 0% | 3 |
Go deeper
About this data
- What skills do ML / AI roles need?
- Machine Learning is the most in-demand skill for ML / AI roles, asked for in 78% of 1,309 live ML / AI listings. The most-requested skills are Machine Learning, Python, LLMs, PyTorch, and Deep Learning.
- How is demand measured?
- We scan the title and description of every active ML / AI listing for a curated vocabulary of skills, then rank each by the number of distinct live roles that mention it. Share is that count divided by all active ML / AI roles.
- How current is it?
- It reflects live listings and updates as new roles are posted and old ones close.