Skills
ML / AI Skills
Machine Learning is the most in-demand skill for ML / AI roles, asked for in 84% of 703 live ML / AI listings. The most-requested skills are Machine Learning, Python, PyTorch, LLMs, and Deep Learning.
Ranked by live-role demand across active ML / AI listings. Updated 9 hours ago.
Most-requested skills
| Skill | Share of roles | Listings |
|---|---|---|
| Machine Learning | 84% | 589 |
| Python | 72% | 507 |
| PyTorch | 49% | 344 |
| LLMs | 49% | 342 |
| Deep Learning | 42% | 297 |
| Agentic AI | 30% | 212 |
| GPU | 28% | 200 |
| C++ | 25% | 178 |
| TensorFlow | 24% | 167 |
| Data Engineering | 22% | 155 |
| Robotics | 20% | 138 |
| AWS | 19% | 137 |
| Fine-tuning | 19% | 134 |
| Generative AI | 18% | 126 |
| RAG | 18% | 124 |
| Autonomous Vehicles | 17% | 120 |
| Computer Vision | 17% | 118 |
| Reinforcement Learning | 15% | 106 |
| NLP | 14% | 101 |
| CUDA | 14% | 100 |
| GCP | 14% | 98 |
| Foundation Models | 14% | 97 |
| Multimodal | 14% | 96 |
| Kubernetes | 14% | 95 |
| JAX | 13% | 92 |
| Distributed Systems | 12% | 86 |
| CI/CD | 12% | 82 |
| Docker | 12% | 82 |
| Azure | 11% | 77 |
| MLOps | 9% | 66 |
| Transformers | 9% | 66 |
| Vector Databases | 9% | 65 |
| Data Science | 9% | 62 |
| TensorRT | 8% | 58 |
| TypeScript | 8% | 57 |
| LangChain | 8% | 55 |
| Prompt Engineering | 7% | 52 |
| Embeddings | 7% | 51 |
| Quantization | 7% | 48 |
| vLLM | 7% | 47 |
| SQL | 6% | 45 |
| LangGraph | 6% | 41 |
| Triton | 6% | 41 |
| Rust | 6% | 41 |
| Terraform | 5% | 38 |
| Spark | 5% | 37 |
| Speech Recognition | 5% | 36 |
| Hugging Face | 5% | 35 |
| pandas | 5% | 34 |
| Java | 4% | 31 |
| Diffusion Models | 4% | 31 |
| React | 4% | 31 |
| FastAPI | 4% | 28 |
| Airflow | 4% | 27 |
| Mistral | 4% | 27 |
| MLflow | 4% | 26 |
| NumPy | 4% | 26 |
| Pinecone | 3% | 24 |
| LlamaIndex | 3% | 23 |
| ONNX | 3% | 23 |
| Model Context Protocol | 3% | 23 |
| JavaScript | 3% | 22 |
| Recommendation Systems | 3% | 22 |
| scikit-learn | 3% | 21 |
| Time Series | 3% | 20 |
| PostgreSQL | 2% | 17 |
| CrewAI | 2% | 16 |
| Snowflake | 2% | 16 |
| SageMaker | 2% | 16 |
| Node.js | 2% | 15 |
| AutoGen | 2% | 12 |
| Llama | 2% | 11 |
| Weaviate | 1% | 10 |
| Databricks | 1% | 9 |
| LoRA | 1% | 9 |
| Redis | 1% | 9 |
| LangSmith | 1% | 8 |
| Milvus | 1% | 8 |
| Scala | 1% | 8 |
| Flask | 1% | 8 |
| pgvector | 1% | 7 |
| PEFT | 1% | 6 |
| Kafka | 1% | 6 |
| Django | 1% | 6 |
| Elasticsearch | 1% | 6 |
| Vertex AI | 1% | 6 |
| Kotlin | 1% | 5 |
| Go | 1% | 5 |
| DSPy | 1% | 5 |
| dbt | 1% | 5 |
| BERT | 1% | 5 |
| Langfuse | 1% | 5 |
| GraphQL | 1% | 4 |
| Semantic Kernel | 1% | 4 |
| Tableau | 1% | 4 |
| MongoDB | 1% | 4 |
| QLoRA | 1% | 4 |
| C# | 0% | 3 |
| Qdrant | 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 84% of 703 live ML / AI listings. The most-requested skills are Machine Learning, Python, PyTorch, LLMs, 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.