Skills
ML / AI Skills
Machine Learning is the most in-demand skill for ML / AI roles, asked for in 80% of 1,073 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 4 hours ago.
Most-requested skills
| Skill | Share of roles | Listings |
|---|---|---|
| Machine Learning | 80% | 858 |
| Python | 70% | 747 |
| LLMs | 52% | 553 |
| PyTorch | 45% | 488 |
| Deep Learning | 40% | 430 |
| Agentic AI | 32% | 346 |
| GPU | 27% | 295 |
| C++ | 24% | 253 |
| TensorFlow | 22% | 233 |
| Data Engineering | 20% | 218 |
| AWS | 19% | 203 |
| Fine-tuning | 19% | 201 |
| Robotics | 18% | 196 |
| Generative AI | 18% | 193 |
| Computer Vision | 17% | 184 |
| RAG | 17% | 180 |
| Autonomous Vehicles | 16% | 170 |
| Multimodal | 14% | 155 |
| Reinforcement Learning | 14% | 155 |
| GCP | 14% | 149 |
| NLP | 14% | 148 |
| CUDA | 14% | 148 |
| Kubernetes | 13% | 141 |
| Foundation Models | 13% | 137 |
| Distributed Systems | 12% | 133 |
| CI/CD | 12% | 128 |
| JAX | 12% | 126 |
| Docker | 11% | 119 |
| Azure | 11% | 113 |
| MLOps | 10% | 110 |
| TypeScript | 10% | 102 |
| Data Science | 9% | 97 |
| Embeddings | 9% | 94 |
| Transformers | 9% | 93 |
| TensorRT | 9% | 92 |
| Vector Databases | 8% | 90 |
| LangChain | 8% | 90 |
| Prompt Engineering | 8% | 82 |
| Quantization | 7% | 74 |
| vLLM | 7% | 73 |
| SQL | 7% | 70 |
| Triton | 6% | 69 |
| LangGraph | 6% | 60 |
| Spark | 5% | 58 |
| React | 5% | 58 |
| Speech Recognition | 5% | 55 |
| pandas | 5% | 54 |
| Model Context Protocol | 5% | 51 |
| Rust | 5% | 49 |
| Java | 4% | 48 |
| Hugging Face | 4% | 47 |
| MLflow | 4% | 46 |
| Diffusion Models | 4% | 42 |
| NumPy | 4% | 41 |
| Terraform | 4% | 41 |
| Time Series | 4% | 39 |
| Airflow | 4% | 39 |
| LlamaIndex | 4% | 38 |
| Recommendation Systems | 3% | 37 |
| ONNX | 3% | 37 |
| FastAPI | 3% | 35 |
| JavaScript | 3% | 33 |
| scikit-learn | 3% | 32 |
| CrewAI | 3% | 32 |
| SageMaker | 3% | 31 |
| Pinecone | 3% | 31 |
| Snowflake | 3% | 30 |
| Mistral | 3% | 29 |
| Databricks | 3% | 27 |
| PostgreSQL | 2% | 26 |
| AutoGen | 2% | 20 |
| Node.js | 2% | 20 |
| LoRA | 2% | 18 |
| Kafka | 2% | 18 |
| Scala | 2% | 17 |
| Llama | 1% | 15 |
| Vertex AI | 1% | 14 |
| Weaviate | 1% | 14 |
| LangSmith | 1% | 12 |
| Elasticsearch | 1% | 12 |
| Redis | 1% | 12 |
| Milvus | 1% | 12 |
| dbt | 1% | 11 |
| PEFT | 1% | 10 |
| QLoRA | 1% | 9 |
| Kotlin | 1% | 9 |
| Semantic Kernel | 1% | 8 |
| Flask | 1% | 8 |
| C# | 1% | 8 |
| BERT | 1% | 8 |
| pgvector | 1% | 7 |
| Django | 1% | 7 |
| Langfuse | 1% | 7 |
| Qdrant | 1% | 7 |
| MongoDB | 1% | 7 |
| GraphQL | 1% | 6 |
| Go | 0% | 5 |
| Ray | 0% | 5 |
| BigQuery | 0% | 5 |
| Android | 0% | 5 |
| DSPy | 0% | 4 |
| 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 80% of 1,073 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.