Roles / Machine Learning Engineer

Machine Learning Engineer

1,083 jobs · 162 sub-roles · 17 countries

Top Skills

Sub-role

% of postings mentioning each skill

#	Skill	Category	Prevalence	Jobs
1	Python	Language	74.2%	804
2	PyTorch	AI/ML Framework	30.5%	330
3	SQL	Language	24.8%	269
4	AWS	Cloud / Platform	24.7%	268
5	TensorFlow	AI/ML Framework	23.1%	250
6	Docker	Containers / Orchestration	21.2%	230
7	Kubernetes	Containers / Orchestration	17.5%	189
8	Azure	Cloud / Platform	15.3%	166
9	scikit-learn	AI/ML Framework	11.9%	129
10	GCP	Cloud / Platform	11.4%	124
11	Java	Language	9.4%	102
12	CI/CD	DevOps / CI/CD	9.4%	102
13	LangChain	Framework / Library	9.2%	100
14	Airflow	Developer Tool	9.0%	98
15	Databricks	Data Platform	8.9%	96
16	C++	Language	8.9%	96
17	Terraform	DevOps / CI/CD	8.8%	95
18	Git	Developer Tool	8.8%	95
19	Spark	Data Platform	8.1%	88
20	LLMs	AI/ML Concept	7.9%	86
21	MLflow	AI/ML Framework	7.4%	80
22	Pandas	Framework / Library	6.8%	74
23	MLOps	DevOps / CI/CD	6.4%	69
24	Snowflake	Database	5.3%	57
25	RAG	AI/ML Concept	4.8%	52
26	PySpark	Framework / Library	4.8%	52
27	NumPy	Framework / Library	4.8%	52
28	R	Language	4.4%	48
29	JavaScript	Language	4.3%	47
30	Linux	Operating System	4.2%	46
31	FastAPI	Framework / Library	4.2%	46
32	TypeScript	Language	4.1%	44
33	LangGraph	Framework / Library	4.1%	44
34	React	Framework / Library	4.0%	43
35	PostgreSQL	Database	4.0%	43
36	Kafka	Message Broker	4.0%	43
37	machine learning	AI/ML Concept	3.8%	41
38	Go	Language	3.8%	41
39	dbt	Developer Tool	3.6%	39
40	Vertex AI	AI/ML Framework	3.5%	38
41	SageMaker	Cloud / Platform	3.3%	36
42	BigQuery	Database	3.2%	35
43	Rust	Language	3.1%	34
44	Scala	Language	3.0%	33
45	LlamaIndex	Framework / Library	3.0%	33
46	Power BI	Data Platform	3.0%	32
47	Tableau	Data Platform	2.9%	31
48	Hugging Face	AI/ML Framework	2.9%	31
49	Google Cloud Platform	Cloud / Platform	2.9%	31
50	REST	Protocol / API / Standard	2.8%	30
51	Keras	AI/ML Framework	2.8%	30
52	GitHub Actions	DevOps / CI/CD	2.8%	30
53	CUDA	AI/ML Framework	2.8%	30
54	Transformers	Framework / Library	2.7%	29
55	Node.js	Framework / Library	2.7%	29
56	Kubeflow	AI/ML Framework	2.7%	29
57	deep learning	AI/ML Concept	2.4%	26
58	JAX	Framework / Library	2.4%	26
59	Azure ML	Cloud / Platform	2.4%	26
60	Jenkins	DevOps / CI/CD	2.2%	24
61	C#	Language	2.2%	24
62	XGBoost	Framework / Library	2.1%	23
63	Lambda	Cloud / Platform	2.1%	23
64	Hadoop	Data Platform	2.0%	22
65	Grafana	Developer Tool	2.0%	22
66	Bash	Language	1.9%	21
67	reinforcement learning	AI/ML Concept	1.8%	20
68	Prometheus	Developer Tool	1.8%	19
69	MongoDB	Database	1.8%	19
70	Elasticsearch	Database	1.8%	19
71	AWS Bedrock	Cloud / Platform	1.8%	19
72	vector databases	Database	1.6%	17
73	Ray	Framework / Library	1.6%	17
74	REST APIs	Protocol / API / Standard	1.6%	17
75	NLP	AI/ML Concept	1.6%	17
76	MySQL	Database	1.6%	17
77	vLLM	AI/ML Framework	1.5%	16
78	retrieval-augmented generation (RAG)	AI/ML Concept	1.5%	16
79	computer vision	AI/ML Concept	1.5%	16
80	TensorRT	Framework / Library	1.5%	16
81	Pinecone	Database	1.5%	16
82	Large Language Models	AI/ML Concept	1.5%	16
83	C	Language	1.5%	16
84	Angular	Framework / Library	1.5%	16
85	SciPy	Framework / Library	1.4%	15
86	GitHub	Developer Tool	1.4%	15
87	Generative AI	AI/ML Concept	1.4%	15
88	NoSQL	Database	1.3%	14
89	Flask	Framework / Library	1.3%	14
90	CrewAI	Framework / Library	1.3%	14
91	Azure OpenAI	Cloud / Platform	1.3%	14
92	RESTful APIs	Protocol / API / Standard	1.2%	13
93	CloudFormation	DevOps / CI/CD	1.2%	13
94	Azure DevOps	DevOps / CI/CD	1.2%	13
95	Ansible	DevOps / CI/CD	1.2%	13
96	Weights & Biases	Developer Tool	1.1%	12
97	S3	Cloud / Platform	1.1%	12
98	Microsoft Azure	Cloud / Platform	1.1%	12
99	Looker	Data Platform	1.1%	12
100	Cloud Run	Cloud / Platform	1.1%	12
101	C/C++	Language	1.1%	12
102	gRPC	Protocol / API / Standard	1.0%	11
103	OpenCV	Framework / Library	1.0%	11
104	Matplotlib	Framework / Library	1.0%	11
105	DevOps	DevOps / CI/CD	1.0%	11
106	Delta Lake	Data Platform	1.0%	11
107	Azure Data Factory	Cloud / Platform	1.0%	11
108	microservices	Architecture	0.9%	10
109	Redshift	Database	0.9%	10
110	Redis	Database	0.9%	10
111	Prefect	DevOps / CI/CD	0.9%	10
112	ONNX	Framework / Library	0.9%	10
113	Infrastructure as Code	DevOps / CI/CD	0.9%	10
114	GitLab CI	DevOps / CI/CD	0.9%	10
115	Django	Framework / Library	0.9%	10
116	Azure AI Foundry	Cloud / Platform	0.9%	10
117	.NET	Framework / Library	0.9%	10
118	prompt engineering	AI/ML Concept	0.8%	9
119	containers	Containers / Orchestration	0.8%	9
120	Ruby	Language	0.8%	9
121	OpenShift	Containers / Orchestration	0.8%	9
122	OpenAI	AI/ML Framework	0.8%	9
123	Next.js	Framework / Library	0.8%	9
124	MATLAB	Framework / Library	0.8%	9
125	Kotlin	Language	0.8%	9
126	HTML	Protocol / API / Standard	0.8%	9
127	GraphQL	Protocol / API / Standard	0.8%	9
128	GenAI	AI/ML Concept	0.8%	9
129	DynamoDB	Database	0.8%	9
130	API	Protocol / API / Standard	0.8%	9
131	Weaviate	Database	0.7%	8
132	SQL Server	Database	0.7%	8
133	RLHF	AI/ML Concept	0.7%	8
134	OpenSearch	Database	0.7%	8
135	Model Context Protocol	Protocol / API / Standard	0.7%	8
136	LightGBM	AI/ML Framework	0.7%	8
137	Helm	Containers / Orchestration	0.7%	8
138	Fabric	Data Platform	0.7%	8
139	Datadog	Developer Tool	0.7%	8
140	vector search	Technical Capability	0.6%	7
141	distributed systems	Architecture	0.6%	7
142	Streamlit	Framework / Library	0.6%	7
143	PHP	Language	0.6%	7
144	Oracle	Database	0.6%	7
145	Golang	Language	0.6%	7
146	GitLab	DevOps / CI/CD	0.6%	7
147	Fivetran	Data Platform	0.6%	7
148	Feast	Developer Tool	0.6%	7
149	EC2	Cloud / Platform	0.6%	7
150	Dagster	Developer Tool	0.6%	7
151	DVC	Developer Tool	0.6%	7
152	Claude Code	AI/ML Framework	0.6%	7
153	ChatGPT	AI/ML Framework	0.6%	7
154	CSS	Protocol / API / Standard	0.6%	7
155	ArgoCD	DevOps / CI/CD	0.6%	7
156	Agile	Methodology	0.6%	7
157	AWS SageMaker	AI/ML Framework	0.6%	7
158	Triton	Developer Tool	0.6%	6
159	Seaborn	Framework / Library	0.6%	6
160	SGLang	AI/ML Framework	0.6%	6
161	RabbitMQ	Message Broker	0.6%	6
162	Neo4j	Database	0.6%	6
163	Kinesis	Message Broker	0.6%	6
164	K8s	Containers / Orchestration	0.6%	6
165	Jira	Developer Tool	0.6%	6
166	JSON	Protocol / API / Standard	0.6%	6
167	Hive	Data Platform	0.6%	6
168	Gemini	AI/ML Framework	0.6%	6
169	GKE	Containers / Orchestration	0.6%	6
170	Flink	Framework / Library	0.6%	6
171	ECS	Containers / Orchestration	0.6%	6
172	Dask	Framework / Library	0.6%	6
173	ClickHouse	Database	0.6%	6
174	API Gateway	Cloud / Platform	0.6%	6
175	AI/ML	AI/ML Concept	0.6%	6
176	.NET Core	Framework / Library	0.6%	6
177	pgvector	Database	0.5%	5
178	data engineering	Technical Capability	0.5%	5
179	Sklearn	Framework / Library	0.5%	5
180	Semantic Kernel	AI/ML Framework	0.5%	5
181	SAS	Language	0.5%	5
182	ROS	Embedded / Hardware	0.5%	5
183	Pytest	Developer Tool	0.5%	5
184	Pulumi	DevOps / CI/CD	0.5%	5
185	Pub/Sub	Message Broker	0.5%	5
186	PowerShell	Language	0.5%	5
187	Polars	Framework / Library	0.5%	5
188	OpenTelemetry	Developer Tool	0.5%	5
189	MCP	Protocol / API / Standard	0.5%	5
190	LoRA	AI/ML Framework	0.5%	5
191	Jupyter Notebooks	Developer Tool	0.5%	5
192	IAM	Security / Networking	0.5%	5
193	Google Cloud	Cloud / Platform	0.5%	5
194	GitHub Copilot	Developer Tool	0.5%	5
195	FAISS	Database	0.5%	5
196	ETL	Data Platform	0.5%	5
197	ELK	DevOps / CI/CD	0.5%	5
198	DeepEval	AI/ML Framework	0.5%	5
199	Cypress	Developer Tool	0.5%	5
200	Cassandra	Database	0.5%	5
201	CNNs	AI/ML Concept	0.5%	5
202	Bicep	Developer Tool	0.5%	5
203	Azure Functions	Cloud / Platform	0.5%	5
204	AutoGen	Framework / Library	0.5%	5
205	Apache Kafka	Message Broker	0.5%	5
206	Alteryx	Developer Tool	0.5%	5
207	statistics	AI/ML Concept	0.4%	4
208	spaCy	AI/ML Framework	0.4%	4
209	diffusion models	AI/ML Concept	0.4%	4
210	Windows	Operating System	0.4%	4
211	Vue.js	Framework / Library	0.4%	4
212	Vercel	Cloud / Platform	0.4%	4
213	Unix	Operating System	0.4%	4
214	Unity Catalog	Data Platform	0.4%	4
215	Unity	Framework / Library	0.4%	4
216	TorchServer	DevOps / CI/CD	0.4%	4
217	TDD	Methodology	0.4%	4
218	Statsmodels	Framework / Library	0.4%	4
219	Spring Boot	Framework / Library	0.4%	4
220	Spark ML	AI/ML Framework	0.4%	4
221	Slurm	Developer Tool	0.4%	4
222	Selenium	Developer Tool	0.4%	4
223	Sci-kit	AI/ML Framework	0.4%	4
224	Prophet	Framework / Library	0.4%	4
225	Plotly	Framework / Library	0.4%	4
226	Playwright	Developer Tool	0.4%	4
227	OpenAPI	Cloud / Platform	0.4%	4
228	OAuth 2.0	Protocol / API / Standard	0.4%	4
229	ML	AI/ML Concept	0.4%	4
230	HBase	Database	0.4%	4
231	EKS	Cloud / Platform	0.4%	4
232	Cursor	Developer Tool	0.4%	4
233	CI/CD pipelines	DevOps / CI/CD	0.4%	4
234	Blazor	Framework / Library	0.4%	4
235	Azure Machine Learning	AI/ML Framework	0.4%	4
236	AutoCAD	Developer Tool	0.4%	4
237	A/B testing	Methodology	0.4%	4
238	transformer architectures	AI/ML Concept	0.3%	3
239	neural networks	AI/ML Concept	0.3%	3
240	natural language processing	AI/ML Concept	0.3%	3
241	n8n	Developer Tool	0.3%	3
242	gradient-boosting	AI/ML Concept	0.3%	3
243	VPC	Security / Networking	0.3%	3
244	VLMs	AI/ML Concept	0.3%	3
245	Teradata	Database	0.3%	3
246	TensorRT-LLM	AI/ML Framework	0.3%	3
247	Temporal	Developer Tool	0.3%	3
248	Tecton	Developer Tool	0.3%	3
249	Synapse	Data Platform	0.3%	3
250	Step Functions	Cloud / Platform	0.3%	3
251	SolidWorks	Developer Tool	0.3%	3
252	Shell	Language	0.3%	3
253	Scrum	Methodology	0.3%	3
254	SVN	Developer Tool	0.3%	3
255	SQS	Message Broker	0.3%	3
256	Ruby on Rails	Framework / Library	0.3%	3
257	ROS2	Framework / Library	0.3%	3
258	Qlik	Data Platform	0.3%	3
259	PydanticAI	Framework / Library	0.3%	3
260	Power Platform	Developer Tool	0.3%	3
261	Postman	Developer Tool	0.3%	3
262	PostGIS	Database	0.3%	3
263	Palantir	Data Platform	0.3%	3
264	PEFT	AI/ML Concept	0.3%	3
265	OpenAI API	Protocol / API / Standard	0.3%	3
266	OR-Tools	Framework / Library	0.3%	3
267	ONNX Runtime	Framework / Library	0.3%	3
268	Milvus	Database	0.3%	3
269	Microsoft Fabric	Data Platform	0.3%	3
270	Learn-to-Rank	AI/ML Concept	0.3%	3
271	LangSmith	AI/ML Framework	0.3%	3
272	Lakehouse	Database	0.3%	3
273	LLM	AI/ML Framework	0.3%	3
274	Jupyter	Developer Tool	0.3%	3
275	Glue	Data Platform	0.3%	3
276	GCS	Cloud / Platform	0.3%	3
277	FSDP	Framework / Library	0.3%	3
278	ETL/ELT	Data Platform	0.3%	3
279	DuckDB	Database	0.3%	3
280	DeepSpeed	Framework / Library	0.3%	3
281	DSPy	AI/ML Framework	0.3%	3
282	Copilot Studio	AI/ML Framework	0.3%	3
283	Conda	Developer Tool	0.3%	3
284	ClearML	AI/ML Framework	0.3%	3
285	Celery	Framework / Library	0.3%	3
286	CMake	Developer Tool	0.3%	3
287	CDK	DevOps / CI/CD	0.3%	3
288	BERT	AI/ML Framework	0.3%	3
289	Azure Fabric	Cloud / Platform	0.3%	3
290	Argo Workflows	DevOps / CI/CD	0.3%	3
291	Apache Flink	Framework / Library	0.3%	3
292	Apache Beam	Framework / Library	0.3%	3
293	Android	Operating System	0.3%	3
294	Agile/Scrum	Methodology	0.3%	3
295	AKS	Containers / Orchestration	0.3%	3
296	AI	Technical Capability	0.3%	3
297	version control	Developer Tool	0.2%	2
298	uvicorn	Framework / Library	0.2%	2
299	system design	Architecture	0.2%	2
300	self-supervised learning	AI/ML Concept	0.2%	2
301	medallion-architecturen	Architecture	0.2%	2
302	llama.cpp	AI/ML Framework	0.2%	2
303	intelligence artificielle	Technical Capability	0.2%	2
304	graph neural networks	AI/ML Concept	0.2%	2
305	fine-tuning	AI/ML Concept	0.2%	2
306	embeddings	AI/ML Concept	0.2%	2
307	embedded systemen	Embedded / Hardware	0.2%	2
308	distributed architectures	Architecture	0.2%	2
309	data science	Technical Capability	0.2%	2
310	Zarr	Data Platform	0.2%	2
311	Zapier	Developer Tool	0.2%	2
312	YOLO	AI/ML Framework	0.2%	2
313	XML	Protocol / API / Standard	0.2%	2
314	XLA	AI/ML Framework	0.2%	2
315	WebAssembly	Protocol / API / Standard	0.2%	2
316	Web APIs	Protocol / API / Standard	0.2%	2
317	W&B	Developer Tool	0.2%	2
318	Vision Transformers	AI/ML Concept	0.2%	2
319	Vision Language Models (VLMs)	AI/ML Concept	0.2%	2
320	Vertex AI Agent Builder	AI/ML Framework	0.2%	2
321	Unreal	Framework / Library	0.2%	2
322	U-Nets	AI/ML Concept	0.2%	2
323	Tekton	DevOps / CI/CD	0.2%	2
324	Tailwind	Framework / Library	0.2%	2
325	TPU	Developer Tool	0.2%	2
326	TFX	Framework / Library	0.2%	2
327	Swift	Language	0.2%	2
328	Swagger	Protocol / API / Standard	0.2%	2
329	Svelte	Framework / Library	0.2%	2
330	Stream Analytics	AI/ML Concept	0.2%	2
331	Spring	Framework / Library	0.2%	2
332	Spark SQL	Protocol / API / Standard	0.2%	2
333	SonarQube	Developer Tool	0.2%	2
334	Software-Architektur	Architecture	0.2%	2
335	Snowpark	Framework / Library	0.2%	2
336	Slack	Developer Tool	0.2%	2
337	Sigma	Data Platform	0.2%	2
338	ServiceNow	Cloud / Platform	0.2%	2
339	Serverless	Architecture	0.2%	2
340	SSIS	Developer Tool	0.2%	2
341	SQLAlchemy	Framework / Library	0.2%	2
342	SDKs	Framework / Library	0.2%	2
343	SCADA	Embedded / Hardware	0.2%	2
344	Ragas	Framework / Library	0.2%	2
345	ROCm	AI/ML Framework	0.2%	2
346	RDS	Database	0.2%	2
347	RAG-Systemen	AI/ML Concept	0.2%	2
348	Qwen	AI/ML Concept	0.2%	2
349	Qlik Sense	Data Platform	0.2%	2
350	Qdrant	Database	0.2%	2
351	Python 3	Language	0.2%	2
352	PyTorch Profiler	Developer Tool	0.2%	2
353	PyTorch Lightning	Framework / Library	0.2%	2
354	Power Automate	DevOps / CI/CD	0.2%	2
355	Pig	Data Platform	0.2%	2
356	Perl	Language	0.2%	2
357	PagerDuty	Developer Tool	0.2%	2
358	PLC	Embedded / Hardware	0.2%	2
359	OpenStack	Cloud / Platform	0.2%	2
360	OpenMP	Framework / Library	0.2%	2
361	Omni	Data Platform	0.2%	2
362	OPC-UA	Protocol / API / Standard	0.2%	2
363	OCR	Technical Capability	0.2%	2
364	OAuth	Protocol / API / Standard	0.2%	2
365	Nix	Developer Tool	0.2%	2
366	New Relic	Developer Tool	0.2%	2
367	NVIDIA Nsight	Developer Tool	0.2%	2
368	NLTK	Framework / Library	0.2%	2
369	Mujoco	Developer Tool	0.2%	2
370	Model Garden	AI/ML Framework	0.2%	2
371	Modbus	Protocol / API / Standard	0.2%	2
372	Microsoft Copilot	AI/ML Framework	0.2%	2
373	Maven	Developer Tool	0.2%	2
374	Matillion	DevOps / CI/CD	0.2%	2
375	MQTT	Protocol / API / Standard	0.2%	2
376	Loki	Developer Tool	0.2%	2
377	Large Language Models (LLMs)	AI/ML Concept	0.2%	2
378	Laravel	Framework / Library	0.2%	2
379	Langfuse	AI/ML Framework	0.2%	2
380	LLaMA	AI/ML Concept	0.2%	2
381	LLMOps	DevOps / CI/CD	0.2%	2
382	Kibana	Developer Tool	0.2%	2
383	Kedro	Framework / Library	0.2%	2
384	JavaScript (ES6+)	Language	0.2%	2
385	JWT	Protocol / API / Standard	0.2%	2
386	JUnit	Framework / Library	0.2%	2
387	IoT	Embedded / Hardware	0.2%	2
388	IaC	DevOps / CI/CD	0.2%	2
389	ITIL	Methodology	0.2%	2
390	I2C	Protocol / API / Standard	0.2%	2
391	Hightouch	Data Platform	0.2%	2
392	Hex	Data Platform	0.2%	2
393	Haystack	AI/ML Framework	0.2%	2
394	HTTP	Protocol / API / Standard	0.2%	2
395	HIPAA	Compliance / Regulatory	0.2%	2
396	HIP	Framework / Library	0.2%	2
397	Group Relative Policy Optimization (GRPO)	AI/ML Concept	0.2%	2
398	Gradle	Developer Tool	0.2%	2
399	Google GovCloud	Cloud / Platform	0.2%	2
400	GPU	Developer Tool	0.2%	2
401	GPT-5	AI/ML Framework	0.2%	2
402	Flyte	AI/ML Framework	0.2%	2
403	Flutter	Framework / Library	0.2%	2
404	Fargate	Cloud / Platform	0.2%	2
405	FHIR	Protocol / API / Standard	0.2%	2
406	FFmpeg	Framework / Library	0.2%	2
407	FEA	Technical Capability	0.2%	2
408	Explainable AI	AI/ML Concept	0.2%	2
409	Excel	Developer Tool	0.2%	2
410	Entity Framework	Framework / Library	0.2%	2
411	Elixir	Language	0.2%	2
412	Dynatrace	Developer Tool	0.2%	2
413	Diffusers	Framework / Library	0.2%	2
414	Debian packaging	Technical Capability	0.2%	2
415	Data Mesh	Architecture	0.2%	2
416	Data Lake	Cloud / Platform	0.2%	2
417	DNS	Security / Networking	0.2%	2
418	DDD	Architecture	0.2%	2
419	DASH	Framework / Library	0.2%	2
420	CoreML	AI/ML Framework	0.2%	2
421	Confluence	Developer Tool	0.2%	2
422	Cohere	AI/ML Framework	0.2%	2
423	Cognitive Services	Cloud / Platform	0.2%	2
424	CloudWatch	Cloud / Platform	0.2%	2
425	Cloud Functions	Cloud / Platform	0.2%	2
426	Cloud Composer	DevOps / CI/CD	0.2%	2
427	Claude	Developer Tool	0.2%	2
428	Chroma	Database	0.2%	2
429	Chef	DevOps / CI/CD	0.2%	2
430	CatBoost	Framework / Library	0.2%	2
431	Boost	Framework / Library	0.2%	2
432	Bitbucket	Developer Tool	0.2%	2
433	Big Data	Data Platform	0.2%	2
434	Beam	Framework / Library	0.2%	2
435	Bayesian Inference	AI/ML Concept	0.2%	2
436	BDD	Methodology	0.2%	2
437	Azure SQL	Database	0.2%	2
438	Azure Resource Manager	DevOps / CI/CD	0.2%	2
439	Azure Monitor	Cloud / Platform	0.2%	2
440	Azure IL5+	Cloud / Platform	0.2%	2
441	Azure Event Hubs	Cloud / Platform	0.2%	2
442	Azure AI Search	Database	0.2%	2
443	Axiom	Developer Tool	0.2%	2
444	AutoGPT	Framework / Library	0.2%	2
445	Athena	Data Platform	0.2%	2
446	Argo	DevOps / CI/CD	0.2%	2
447	Apache Superset	Developer Tool	0.2%	2
448	Apache Iceberg	Data Platform	0.2%	2
449	Anthropic	Cloud / Platform	0.2%	2
450	Amazon Web Services	Cloud / Platform	0.2%	2
451	Amazon S3	Cloud / Platform	0.2%	2
452	Amazon Rekognition	Cloud / Platform	0.2%	2
453	Airbyte	Developer Tool	0.2%	2
454	AWS GovCloud	Cloud / Platform	0.2%	2
455	AI systems	AI/ML Concept	0.2%	2
456	ADLS Gen2	Cloud / Platform	0.2%	2
457	zOS	Operating System	0.1%	1
458	xprof	Developer Tool	0.1%	1
459	webhooks	Protocol / API / Standard	0.1%	1
460	visual inertial odometry (VIO)	Technical Capability	0.1%	1
461	velero	Developer Tool	0.1%	1
462	vacuum systems	Technical Capability	0.1%	1
463	uv	Developer Tool	0.1%	1
464	typechecking	Developer Tool	0.1%	1
465	transformer-based models	AI/ML Concept	0.1%	1
466	transformer-based	AI/ML Concept	0.1%	1
467	trading	Domain Knowledge	0.1%	1
468	text-to-mesh conversion	AI/ML Concept	0.1%	1
469	survival analysis	Technical Capability	0.1%	1
470	supervised learning	AI/ML Concept	0.1%	1
471	supervised and unsupervised learning algorithms	AI/ML Concept	0.1%	1
472	stable diffusion	AI/ML Framework	0.1%	1
473	software engineering	Technical Capability	0.1%	1
474	software development	Technical Capability	0.1%	1
475	smolagents	Framework / Library	0.1%	1
476	shell scripting	Language	0.1%	1
477	scikit-image	Framework / Library	0.1%	1
478	robotica	Domain Knowledge	0.1%	1
479	regression-based modeling	AI/ML Concept	0.1%	1
480	quantization	AI/ML Concept	0.1%	1
481	protein design	Domain Knowledge	0.1%	1
482	prompt chaining	AI/ML Concept	0.1%	1
483	policy gradient methods	AI/ML Concept	0.1%	1
484	openEHR	Protocol / API / Standard	0.1%	1
485	observability	DevOps / CI/CD	0.1%	1
486	networkx	Framework / Library	0.1%	1
487	network structures	Security / Networking	0.1%	1
488	mypy	Developer Tool	0.1%	1
489	multithreading	Technical Capability	0.1%	1
490	multimodal learning	AI/ML Concept	0.1%	1
491	multimodal	AI/ML Concept	0.1%	1
492	multi-objective optimization	AI/ML Concept	0.1%	1
493	multi-agent-system	AI/ML Concept	0.1%	1
494	monitoringtools	Developer Tool	0.1%	1
495	microservices architecture	Architecture	0.1%	1
496	microservice-arkitektur	Architecture	0.1%	1
497	mesh simplification	Domain Knowledge	0.1%	1
498	mechatronica	Domain Knowledge	0.1%	1
499	machine learning-algoritmen	AI/ML Concept	0.1%	1
500	machine learning engineering	AI/ML Framework	0.1%	1
501	machine learning concepts	AI/ML Concept	0.1%	1
502	load balancing	Security / Networking	0.1%	1
503	large-scale training	AI/ML Concept	0.1%	1
504	large vision models	AI/ML Concept	0.1%	1
505	language models	AI/ML Concept	0.1%	1
506	language modeling	AI/ML Concept	0.1%	1
507	knowledge graphs	AI/ML Concept	0.1%	1
508	kdb+/q	Database	0.1%	1
509	k6	Developer Tool	0.1%	1
510	infrastructure as code	DevOps / CI/CD	0.1%	1
511	inference	AI/ML Concept	0.1%	1
512	industrial communication protocols	Protocol / API / Standard	0.1%	1
513	iOS/macOS	Operating System	0.1%	1
514	iOS	Operating System	0.1%	1
515	high-level synthesis (HLS)	Technical Capability	0.1%	1
516	google speech	Cloud / Platform	0.1%	1
517	ggml	AI/ML Framework	0.1%	1
518	genAI frameworks	AI/ML Framework	0.1%	1
519	flake8	Developer Tool	0.1%	1
520	experiential learning	AI/ML Concept	0.1%	1
521	electrical systems	Technical Capability	0.1%	1
522	econometric modelling	Technical Capability	0.1%	1
523	eIDAS	Protocol / API / Standard	0.1%	1
524	distributed training	Technical Capability	0.1%	1
525	distributed computing	Architecture	0.1%	1
526	distributed backend	Architecture	0.1%	1
527	digital twin systems	Technical Capability	0.1%	1
528	deep neural networks	AI/ML Concept	0.1%	1
529	deep learning frameworks	AI/ML Framework	0.1%	1
530	data warehousing	Data Platform	0.1%	1
531	data versioning	Technical Capability	0.1%	1
532	data structures	Technical Capability	0.1%	1
533	data analysis	Technical Capability	0.1%	1
534	cuDNN	Framework / Library	0.1%	1
535	crypto	Domain Knowledge	0.1%	1
536	cri-o	Containers / Orchestration	0.1%	1
537	convolutional and recurrent neural networks	AI/ML Concept	0.1%	1
538	continuous integration/continuous delivery (CI/CD)	DevOps / CI/CD	0.1%	1
539	continuous integration	DevOps / CI/CD	0.1%	1
540	contextual bandits	AI/ML Concept	0.1%	1
541	containerization	Containers / Orchestration	0.1%	1
542	constraint programming	AI/ML Concept	0.1%	1
543	conjugate heat transfer (CHT)	Technical Capability	0.1%	1
544	computational geometry	Domain Knowledge	0.1%	1
545	computational biology	Domain Knowledge	0.1%	1
546	cloud-based big data technologies	Cloud / Platform	0.1%	1
547	cloud infrastructure	Cloud / Platform	0.1%	1
548	cloud + edge computing	Architecture	0.1%	1
549	classical machine learning	AI/ML Concept	0.1%	1
550	causal inference	AI/ML Concept	0.1%	1
551	black	Developer Tool	0.1%	1
552	bases de données temporelles	Database	0.1%	1
553	bandit algorithms	AI/ML Concept	0.1%	1
554	aws transcribe	Cloud / Platform	0.1%	1
555	autonomous systems	AI/ML Concept	0.1%	1
556	auto-regressive transformers	AI/ML Concept	0.1%	1
557	artificial intelligence	AI/ML Concept	0.1%	1
558	applied machine learning	AI/ML Concept	0.1%	1
559	anomaly detection	AI/ML Concept	0.1%	1
560	algorithms	Technical Capability	0.1%	1
561	algorithmic trading systems	Domain Knowledge	0.1%	1
562	agent frameworks	AI/ML Framework	0.1%	1
563	actor-critic models	AI/ML Concept	0.1%	1
564	Zeitreihendatenbanken	Database	0.1%	1
565	Zachman	Architecture	0.1%	1
566	Zabbix	Developer Tool	0.1%	1
567	Z-image	AI/ML Framework	0.1%	1
568	Yocto	Embedded / Hardware	0.1%	1
569	YOLO v8	AI/ML Framework	0.1%	1
570	YAML	Protocol / API / Standard	0.1%	1
571	Xilinx Vivado	Developer Tool	0.1%	1
572	Xcode	Developer Tool	0.1%	1
573	XLIFF	Protocol / API / Standard	0.1%	1
574	Wi-Fi	Security / Networking	0.1%	1
575	Webpack	Developer Tool	0.1%	1
576	WebSockets	Protocol / API / Standard	0.1%	1
577	WebGL	Framework / Library	0.1%	1
578	Web Application Firewalls	Security / Networking	0.1%	1
579	WearOS	Operating System	0.1%	1
580	WandB	Developer Tool	0.1%	1
581	WPA3	Security / Networking	0.1%	1
582	WPA2	Security / Networking	0.1%	1
583	WPA	Security / Networking	0.1%	1
584	WCAG	Protocol / API / Standard	0.1%	1
585	Vite	Developer Tool	0.1%	1
586	Visualforce	Framework / Library	0.1%	1
587	Visual Studio	Developer Tool	0.1%	1
588	ViTs	AI/ML Concept	0.1%	1
589	Vespa	Framework / Library	0.1%	1
590	VertexAI Feature Store	Data Platform	0.1%	1
591	Vertex AI Pipelines	AI/ML Framework	0.1%	1
592	Verilog	Language	0.1%	1
593	Vektordatenbanken	Database	0.1%	1
594	VS Code	Developer Tool	0.1%	1
595	VPNs	Security / Networking	0.1%	1
596	VMware	Cloud / Platform	0.1%	1
597	VHDL	Language	0.1%	1
598	VBA	Language	0.1%	1
599	Utility Network	Framework / Library	0.1%	1
600	Unix/Linux	Operating System	0.1%	1
601	UDP	Security / Networking	0.1%	1
602	UART	Protocol / API / Standard	0.1%	1
603	Triton Inference Server	Developer Tool	0.1%	1
604	Trino	Data Platform	0.1%	1
605	Trello	Developer Tool	0.1%	1
606	Transfert Learning	AI/ML Concept	0.1%	1
607	TorchScript	Framework / Library	0.1%	1
608	TorchIO	Framework / Library	0.1%	1
609	Tomcat	Framework / Library	0.1%	1
610	TimescaleDB	Database	0.1%	1
611	TigerGraph	Database	0.1%	1
612	Three.js	Framework / Library	0.1%	1
613	TensorFlow/Keras	AI/ML Framework	0.1%	1
614	TensorBoard	Developer Tool	0.1%	1
615	TeamCity	DevOps / CI/CD	0.1%	1
616	Tcl	Language	0.1%	1
617	Tanzu	Containers / Orchestration	0.1%	1
618	Talend	Developer Tool	0.1%	1
619	Tailwind CSS	Framework / Library	0.1%	1
620	TTS	AI/ML Concept	0.1%	1
621	TOGAF	Architecture	0.1%	1
622	TLS	Protocol / API / Standard	0.1%	1
623	TGI	AI/ML Framework	0.1%	1
624	TFLite	Framework / Library	0.1%	1
625	TCP/IP	Security / Networking	0.1%	1
626	TC-Python	Framework / Library	0.1%	1
627	T5	AI/ML Framework	0.1%	1
628	T-SQL	Language	0.1%	1
629	SystemVerilog	Language	0.1%	1
630	Synthetic Aperture Radar	Domain Knowledge	0.1%	1
631	Supabase	Cloud / Platform	0.1%	1
632	Sublime Text	Developer Tool	0.1%	1
633	Structured Query Language (SQL)	Protocol / API / Standard	0.1%	1
634	Storage	Technical Capability	0.1%	1
635	Statistical data analysis	Technical Capability	0.1%	1
636	Stan	Framework / Library	0.1%	1
637	Splunk	Developer Tool	0.1%	1
638	Spinnaker	DevOps / CI/CD	0.1%	1
639	Spark MLlib	AI/ML Framework	0.1%	1
640	Solr	Database	0.1%	1
641	Snowsight	Data Platform	0.1%	1
642	Snowpipe	Data Platform	0.1%	1
643	Snowflake Cortex Analyst	Data Platform	0.1%	1
644	Snowflake Cortex	Data Platform	0.1%	1
645	Snap	Developer Tool	0.1%	1
646	Snakemake	Developer Tool	0.1%	1
647	SkyPilot	DevOps / CI/CD	0.1%	1
648	Singularity	Containers / Orchestration	0.1%	1
649	SingleStore	Database	0.1%	1
650	SimpleITK	Framework / Library	0.1%	1
651	Siemens PLC	Developer Tool	0.1%	1
652	Shopify	CMS / Web Platform	0.1%	1
653	Service Bus	Cloud / Platform	0.1%	1
654	Sentry	Developer Tool	0.1%	1
655	SentenceBERT	AI/ML Concept	0.1%	1
656	Seldon Core	DevOps / CI/CD	0.1%	1
657	Secure SDLC	Methodology	0.1%	1
658	Screaming Frog	Developer Tool	0.1%	1
659	Scaleway	Cloud / Platform	0.1%	1
660	Sawzall	Data Platform	0.1%	1
661	Sanic API	Framework / Library	0.1%	1
662	Salesforce CLI	Developer Tool	0.1%	1
663	Salesforce Agentforce Specialist certification	Technical Capability	0.1%	1
664	Salesforce	Cloud / Platform	0.1%	1
665	SageMaker Pipelines	AI/ML Framework	0.1%	1
666	SageMaker Feature Store	Cloud / Platform	0.1%	1
667	SageMaker AI	Cloud / Platform	0.1%	1
668	SaaS	Technical Capability	0.1%	1
669	SVM	AI/ML Framework	0.1%	1
670	STT	AI/ML Concept	0.1%	1
671	STM32	Embedded / Hardware	0.1%	1
672	STAC	Protocol / API / Standard	0.1%	1
673	SSO	Security / Networking	0.1%	1
674	SSMs	AI/ML Concept	0.1%	1
675	SRE	DevOps / CI/CD	0.1%	1
676	SQLite	Database	0.1%	1
677	SQLMesh	DevOps / CI/CD	0.1%	1
678	SQL Programming	Language	0.1%	1
679	SPSS	Developer Tool	0.1%	1
680	SPI	Protocol / API / Standard	0.1%	1
681	SPARQL	Protocol / API / Standard	0.1%	1
682	SOAP services	Protocol / API / Standard	0.1%	1
683	SOAP	Protocol / API / Standard	0.1%	1
684	SNS	Cloud / Platform	0.1%	1
685	SLAM	Technical Capability	0.1%	1
686	SID	AI/ML Concept	0.1%	1
687	SHAP	AI/ML Concept	0.1%	1
688	SAR	Technical Capability	0.1%	1
689	SAP IS-U	Cloud / Platform	0.1%	1
690	SAFe	Methodology	0.1%	1
691	S3Tables	Cloud / Platform	0.1%	1
692	S/4HANA	Database	0.1%	1
693	Rocky Linux	Operating System	0.1%	1
694	Robotic process automation	Technical Capability	0.1%	1
695	RoBERTa	AI/ML Framework	0.1%	1
696	Red Hat Enterprise Linux	Operating System	0.1%	1
697	Rasa	AI/ML Framework	0.1%	1
698	Rancher	Containers / Orchestration	0.1%	1
699	Rails	Framework / Library	0.1%	1
700	RTOS	Embedded / Hardware	0.1%	1
701	RT-DETR	AI/ML Framework	0.1%	1
702	RPM	Developer Tool	0.1%	1
703	REST Assured	Developer Tool	0.1%	1
704	RDKit	Framework / Library	0.1%	1
705	RDF	Protocol / API / Standard	0.1%	1
706	RBAC	Security / Networking	0.1%	1
707	RAPIDS	Framework / Library	0.1%	1
708	RAGs	AI/ML Concept	0.1%	1
709	RAG-architecturen	AI/ML Concept	0.1%	1
710	R-Markdown	Other	0.1%	1
711	Quantization-Aware Training	AI/ML Concept	0.1%	1
712	Qiskit	Framework / Library	0.1%	1
713	QLoRA	AI/ML Concept	0.1%	1
714	Q-learning	AI/ML Concept	0.1%	1
715	Python Flask	Framework / Library	0.1%	1
716	Pydantic	Framework / Library	0.1%	1
717	PyTorch-distributed	AI/ML Framework	0.1%	1
718	PyMC	Framework / Library	0.1%	1
719	PyArrow	Framework / Library	0.1%	1
720	Protobuf	Protocol / API / Standard	0.1%	1
721	Profinet	Security / Networking	0.1%	1
722	Post-Training Quantization	AI/ML Concept	0.1%	1
723	Pixi	Developer Tool	0.1%	1
724	Pinecode	Database	0.1%	1
725	Phoenix	Framework / Library	0.1%	1
726	Packer	DevOps / CI/CD	0.1%	1
727	PPO	AI/ML Concept	0.1%	1
728	PMD	Developer Tool	0.1%	1
729	PIL	Framework / Library	0.1%	1
730	PID loops	Technical Capability	0.1%	1
731	PECVD	Technical Capability	0.1%	1
732	P&ID	Technical Capability	0.1%	1
733	Oracle Database	Database	0.1%	1
734	Opsgenie	Developer Tool	0.1%	1
735	OpenVINO	Framework / Library	0.1%	1
736	OpenTofu	DevOps / CI/CD	0.1%	1
737	OpenMM	Framework / Library	0.1%	1
738	OpenLLM	AI/ML Framework	0.1%	1
739	OpenGL	Protocol / API / Standard	0.1%	1
740	OpenCL	Developer Tool	0.1%	1
741	OpenAPI3	Protocol / API / Standard	0.1%	1
742	OpenAI Whisper	AI/ML Framework	0.1%	1
743	OpenACC	Framework / Library	0.1%	1
744	Octave	Framework / Library	0.1%	1
745	OWL	Protocol / API / Standard	0.1%	1
746	OWASP	Security / Networking	0.1%	1
747	OVHCloud	Cloud / Platform	0.1%	1
748	OTel	Developer Tool	0.1%	1
749	OMOP	Protocol / API / Standard	0.1%	1
750	OIDC	Protocol / API / Standard	0.1%	1
751	ODCS	Protocol / API / Standard	0.1%	1
752	OCI	Cloud / Platform	0.1%	1
753	Nvidia Jetson Orin	Developer Tool	0.1%	1
754	Nordic nRF	Embedded / Hardware	0.1%	1
755	Non-SQL	Database	0.1%	1
756	Nifi	Data Platform	0.1%	1
757	NiBabel	Framework / Library	0.1%	1
758	Nginx	Framework / Library	0.1%	1
759	Nexthink	Developer Tool	0.1%	1
760	NestJS	Framework / Library	0.1%	1
761	NeMo	AI/ML Framework	0.1%	1
762	Natural Language Processing	AI/ML Concept	0.1%	1
763	NVIDIA drivers	Operating System	0.1%	1
764	NVIDIA NeMo	AI/ML Framework	0.1%	1
765	NVIDIA CUDA	AI/ML Framework	0.1%	1
766	NCCL	Protocol / API / Standard	0.1%	1
767	NATS	Message Broker	0.1%	1
768	Murex	Other	0.1%	1
769	MoveNet	Framework / Library	0.1%	1
770	Monte Carlo	Developer Tool	0.1%	1
771	Mockito	Developer Tool	0.1%	1
772	Mobile Apps	Technical Capability	0.1%	1
773	MinIO	Database	0.1%	1
774	Microsoft Foundry	Cloud / Platform	0.1%	1
775	Microsoft Agent Framework	Framework / Library	0.1%	1
776	Microsoft 365	CMS / Web Platform	0.1%	1
777	MetaFlow	Developer Tool	0.1%	1
778	MediaPipe	Framework / Library	0.1%	1
779	Matlab/Simulink	Developer Tool	0.1%	1
780	Masked Autoencoders	AI/ML Concept	0.1%	1
781	Mapbox	Framework / Library	0.1%	1
782	MapReduce	Data Platform	0.1%	1
783	Man-in-the-Middle (MITM)	Security / Networking	0.1%	1
784	Make	Developer Tool	0.1%	1
785	MUI	Framework / Library	0.1%	1
786	MS SQL	Database	0.1%	1
787	MPS/Metal	Framework / Library	0.1%	1
788	MPI	Protocol / API / Standard	0.1%	1
789	MONAI	Framework / Library	0.1%	1
790	MLPs	AI/ML Concept	0.1%	1
791	MLIR	Developer Tool	0.1%	1
792	ML/AI techniques	AI/ML Concept	0.1%	1
793	ML research	Domain Knowledge	0.1%	1
794	ML Accelerators	Developer Tool	0.1%	1
795	MIP/LP	AI/ML Concept	0.1%	1
796	MCPs	Protocol / API / Standard	0.1%	1
797	MAE	AI/ML Framework	0.1%	1
798	Luigi	DevOps / CI/CD	0.1%	1
799	Lucene	Framework / Library	0.1%	1
800	Logstash	Developer Tool	0.1%	1
801	Log Analytics	Developer Tool	0.1%	1
802	LlamaStack	AI/ML Framework	0.1%	1
803	LiteLLM	AI/ML Framework	0.1%	1
804	Linux namespace	Operating System	0.1%	1
805	Linux Debian	Operating System	0.1%	1
806	LiDAR	Technical Capability	0.1%	1
807	Lean Management	Methodology	0.1%	1
808	Large-Scale Language Models	AI/ML Concept	0.1%	1
809	LangChain Framework	AI/ML Framework	0.1%	1
810	Lakeformation	Security / Networking	0.1%	1
811	LakeFS	Data Platform	0.1%	1
812	Labview	Developer Tool	0.1%	1
813	LXD	Containers / Orchestration	0.1%	1
814	LWC	Framework / Library	0.1%	1
815	LSTM	AI/ML Concept	0.1%	1
816	LOD generation	Domain Knowledge	0.1%	1
817	LLVM	Developer Tool	0.1%	1
818	LLM-APIs	AI/ML Concept	0.1%	1
819	LLM APIs	Protocol / API / Standard	0.1%	1
820	LIME	AI/ML Concept	0.1%	1
821	Kustomize	Containers / Orchestration	0.1%	1
822	Kryptographie	Security / Networking	0.1%	1
823	Knative	Containers / Orchestration	0.1%	1
824	KiCad	Developer Tool	0.1%	1
825	KNIME	Developer Tool	0.1%	1
826	JupyterHub	Developer Tool	0.1%	1
827	Jira Service Management	Developer Tool	0.1%	1
828	Jetpack Compose	Framework / Library	0.1%	1
829	Jest	Developer Tool	0.1%	1
830	JavaScript/TypeScript	Language	0.1%	1
831	Java Spring Boot	Framework / Library	0.1%	1
832	Java 17	Language	0.1%	1
833	Jakarta EE	Framework / Library	0.1%	1
834	JSON-RPC	Protocol / API / Standard	0.1%	1
835	Istio	Security / Networking	0.1%	1
836	Isaac Sim	Developer Tool	0.1%	1
837	Isaac Gym	Developer Tool	0.1%	1
838	IntelliJ	Developer Tool	0.1%	1
839	Intel Quartus	Developer Tool	0.1%	1
840	Infrastructure as Code (IaC)	DevOps / CI/CD	0.1%	1
841	Impala	Data Platform	0.1%	1
842	Illustrator	Developer Tool	0.1%	1
843	Ignition	Developer Tool	0.1%	1
844	Identity & Access Management	Security / Networking	0.1%	1
845	ITSM	Technical Capability	0.1%	1
846	ISO 27001	Compliance / Regulatory	0.1%	1
847	IREE	Framework / Library	0.1%	1
848	IP-based networks	Security / Networking	0.1%	1
849	IP routing	Domain Knowledge	0.1%	1
850	IBM WebSphere	Framework / Library	0.1%	1
851	IA Generativa	AI/ML Concept	0.1%	1
852	IA	AI/ML Concept	0.1%	1
853	Human-Machine Interfaces (HMI)	Embedded / Hardware	0.1%	1
854	Hugging Face Transformers	Framework / Library	0.1%	1
855	Honeycomb	Developer Tool	0.1%	1
856	Habitat	Developer Tool	0.1%	1
857	HMI	Embedded / Hardware	0.1%	1
858	HLS	Protocol / API / Standard	0.1%	1
859	HDFS	Data Platform	0.1%	1
860	HAZOP	Methodology	0.1%	1
861	Gurobi	Framework / Library	0.1%	1
862	Groovy	Language	0.1%	1
863	Great Expectations	Developer Tool	0.1%	1
864	GraphRAG	AI/ML Concept	0.1%	1
865	Graph ML	AI/ML Concept	0.1%	1
866	Grafana k6	Developer Tool	0.1%	1
867	Google Vertex AI	Cloud / Platform	0.1%	1
868	Google Test	Framework / Library	0.1%	1
869	Google Search Console	Developer Tool	0.1%	1
870	Google RAG Engine	AI/ML Framework	0.1%	1
871	Google Kubernetes Engine	Containers / Orchestration	0.1%	1
872	Google Compute Vertex	Cloud / Platform	0.1%	1
873	Google Colab	Developer Tool	0.1%	1
874	Google Cloud Storage	Cloud / Platform	0.1%	1
875	Google Cloud STT	Cloud / Platform	0.1%	1
876	Google Cloud Platform (GCP)	Cloud / Platform	0.1%	1
877	Google Agent Development Kit	AI/ML Framework	0.1%	1
878	Google ADK	Framework / Library	0.1%	1
879	Google	Cloud / Platform	0.1%	1
880	GitHub Runners	DevOps / CI/CD	0.1%	1
881	Git Actions	DevOps / CI/CD	0.1%	1
882	GeoTIFF	Protocol / API / Standard	0.1%	1
883	GeoPy	Framework / Library	0.1%	1
884	GeoParquet	Protocol / API / Standard	0.1%	1
885	GeoPandas	Framework / Library	0.1%	1
886	GeoPackage	Protocol / API / Standard	0.1%	1
887	GeoJSON	Protocol / API / Standard	0.1%	1
888	GenAI/LLM	Protocol / API / Standard	0.1%	1
889	GenAI tools	Framework / Library	0.1%	1
890	Gemini APIs	Protocol / API / Standard	0.1%	1
891	Gaussian splatting	AI/ML Concept	0.1%	1
892	GRPO	AI/ML Concept	0.1%	1
893	GPU-based computing	Technical Capability	0.1%	1
894	GPU programming	Technical Capability	0.1%	1
895	GPU based compute	Technical Capability	0.1%	1
896	GPT-4o	AI/ML Concept	0.1%	1
897	GPT	AI/ML Concept	0.1%	1
898	GDPR	Compliance / Regulatory	0.1%	1
899	GCP Vertex AI	Cloud / Platform	0.1%	1
900	GCP Dataflow	Cloud / Platform	0.1%	1
901	GATT	Protocol / API / Standard	0.1%	1
902	Front Arena	Other	0.1%	1
903	Fortran	Language	0.1%	1
904	FluxCD	DevOps / CI/CD	0.1%	1
905	Flux	DevOps / CI/CD	0.1%	1
906	Firewall Manager	Security / Networking	0.1%	1
907	Firestore	Database	0.1%	1
908	Firebase	Cloud / Platform	0.1%	1
909	Finite Element Analysis (FEA)	Technical Capability	0.1%	1
910	Figma	Developer Tool	0.1%	1
911	Fabrics	Data Platform	0.1%	1
912	FPGA	Embedded / Hardware	0.1%	1
913	FMEA	Methodology	0.1%	1
914	FME	Developer Tool	0.1%	1
915	FIS	Other	0.1%	1
916	FAIR principles	Protocol / API / Standard	0.1%	1
917	Ethernet/IP	Security / Networking	0.1%	1
918	Erlang	Language	0.1%	1
919	Electron	Framework / Library	0.1%	1
920	ElastiCache	Database	0.1%	1
921	Eclipse	Developer Tool	0.1%	1
922	EVPN/L3VPN	Domain Knowledge	0.1%	1
923	ETL pipelines	Data Platform	0.1%	1
924	ESP32	Embedded / Hardware	0.1%	1
925	ELK stack	Developer Tool	0.1%	1
926	EFS	Cloud / Platform	0.1%	1
927	ECharts	Framework / Library	0.1%	1
928	Django Rest Framework	Framework / Library	0.1%	1
929	Detectron2	AI/ML Framework	0.1%	1
930	Deno	Language	0.1%	1
931	Delta Live Tables	Data Platform	0.1%	1
932	Delta	Database	0.1%	1
933	Deep Neural Network Architectures	AI/ML Concept	0.1%	1
934	Deck.gl	Framework / Library	0.1%	1
935	Debian	Operating System	0.1%	1
936	Datasets	Framework / Library	0.1%	1
937	Dataproc	Cloud / Platform	0.1%	1
938	Dataiku	Data Platform	0.1%	1
939	Dataflow	Cloud / Platform	0.1%	1
940	Databricks Workflows	DevOps / CI/CD	0.1%	1
941	Databricks Repos	Developer Tool	0.1%	1
942	Databricks Mosaic AI	Cloud / Platform	0.1%	1
943	Databricks Model Serving	AI/ML Concept	0.1%	1
944	Databricks ML	Data Platform	0.1%	1
945	Databricks Genie	Developer Tool	0.1%	1
946	Databricks Feature Store	Data Platform	0.1%	1
947	DataFold	Developer Tool	0.1%	1
948	Data Vault 2.0	Technical Capability	0.1%	1
949	Data Factory	DevOps / CI/CD	0.1%	1
950	DWH	Database	0.1%	1
951	DQL	Language	0.1%	1
952	DPO	AI/ML Concept	0.1%	1
953	DLT	Developer Tool	0.1%	1
954	DINO	AI/ML Framework	0.1%	1
955	DICOM	Protocol / API / Standard	0.1%	1
956	DHCP	Security / Networking	0.1%	1
957	DETR	AI/ML Framework	0.1%	1
958	DDP	Framework / Library	0.1%	1
959	DB2	Database	0.1%	1
960	D-Wave Leap/Ocean	Framework / Library	0.1%	1
961	Cypher	Database	0.1%	1
962	Cube	Framework / Library	0.1%	1
963	Core Graphics	Domain Knowledge	0.1%	1
964	Contrastive Learning	AI/ML Concept	0.1%	1
965	Constitutional AI	AI/ML Concept	0.1%	1
966	Compose	Containers / Orchestration	0.1%	1
967	Comet	Developer Tool	0.1%	1
968	CodePipeline	DevOps / CI/CD	0.1%	1
969	CodeIgniter	Framework / Library	0.1%	1
970	Cloudflare	Cloud / Platform	0.1%	1
971	Cloud Storage	Cloud / Platform	0.1%	1
972	Cloud Logging	Cloud / Platform	0.1%	1
973	CircleCI	DevOps / CI/CD	0.1%	1
974	CausalImpact	AI/ML Concept	0.1%	1
975	CatiaV5	Developer Tool	0.1%	1
976	Caret	Framework / Library	0.1%	1
977	Caffe	AI/ML Framework	0.1%	1
978	CVAT	Developer Tool	0.1%	1
979	CV	AI/ML Concept	0.1%	1
980	CRIU	Containers / Orchestration	0.1%	1
981	CMMS	Developer Tool	0.1%	1
982	CMAF/HLS	Protocol / API / Standard	0.1%	1
983	CLIP	AI/ML Framework	0.1%	1
984	CI/CD-principes	DevOps / CI/CD	0.1%	1
985	CI/CD ML	DevOps / CI/CD	0.1%	1
986	CI + CD	DevOps / CI/CD	0.1%	1
987	CI	DevOps / CI/CD	0.1%	1
988	CFD	Technical Capability	0.1%	1
989	CDN	Security / Networking	0.1%	1
990	CATIA	Developer Tool	0.1%	1
991	CAT-Tools	Developer Tool	0.1%	1
992	C2S	Cloud / Platform	0.1%	1
993	C*	Language	0.1%	1
994	C#/.NET	Language	0.1%	1
995	BusinessObjects	Data Platform	0.1%	1
996	Buildroot	DevOps / CI/CD	0.1%	1
997	Braintrust	Developer Tool	0.1%	1
998	Boltz	AI/ML Framework	0.1%	1
999	Bigtable	Database	0.1%	1
1000	BigQuery SQL	Language	0.1%	1
1001	BigQuery ML	Database	0.1%	1
1002	Bedrock Agents	Framework / Library	0.1%	1
1003	Bedrock	Cloud / Platform	0.1%	1
1004	Bayesian optimization algorithm	AI/ML Concept	0.1%	1
1005	Bash Shell	Language	0.1%	1
1006	Bamboo	DevOps / CI/CD	0.1%	1
1007	Backstage	Developer Tool	0.1%	1
1008	Babel	Developer Tool	0.1%	1
1009	BT 5.x	Protocol / API / Standard	0.1%	1
1010	BLE	Protocol / API / Standard	0.1%	1
1011	Azure Web Apps	Cloud / Platform	0.1%	1
1012	Azure Synapse Analytics	Data Platform	0.1%	1
1013	Azure Synapse	Data Platform	0.1%	1
1014	Azure Python SDK	Cloud / Platform	0.1%	1
1015	Azure ML Model Registry	Data Platform	0.1%	1
1016	Azure ML Feature Store	Data Platform	0.1%	1
1017	Azure Kubernetes Service	Containers / Orchestration	0.1%	1
1018	Azure Key Vault	Security / Networking	0.1%	1
1019	Azure IoT	Cloud / Platform	0.1%	1
1020	Azure Entra ID	Security / Networking	0.1%	1
1021	Azure Cosmos DB	Cloud / Platform	0.1%	1
1022	Azure Container Registry	Containers / Orchestration	0.1%	1
1023	Azure Cloud Services	Cloud / Platform	0.1%	1
1024	Azure Cloud	Cloud / Platform	0.1%	1
1025	Azure APIs	Cloud / Platform	0.1%	1
1026	Azure AI SDK	Framework / Library	0.1%	1
1027	AutoML	AI/ML Framework	0.1%	1
1028	AutoGluon	Framework / Library	0.1%	1
1029	Artifact Registry	DevOps / CI/CD	0.1%	1
1030	ArcGIS Pro	Framework / Library	0.1%	1
1031	ArcGIS Enterprise	Framework / Library	0.1%	1
1032	ArcGIS	Developer Tool	0.1%	1
1033	Application Programming Interface (APIs)	Protocol / API / Standard	0.1%	1
1034	Application Insights	Cloud / Platform	0.1%	1
1035	App Services	Cloud / Platform	0.1%	1
1036	Apex	Language	0.1%	1
1037	Apache Trino	Data Platform	0.1%	1
1038	Apache Nifi	Data Platform	0.1%	1
1039	Apache HTTP Server	Framework / Library	0.1%	1
1040	Anthropic claude	AI/ML Framework	0.1%	1
1041	Ansys	Developer Tool	0.1%	1
1042	AngularJS	Framework / Library	0.1%	1
1043	Android Studio	Developer Tool	0.1%	1
1044	Amazon SageMaker	Cloud / Platform	0.1%	1
1045	Amazon Q	AI/ML Framework	0.1%	1
1046	Amazon ECS	Containers / Orchestration	0.1%	1
1047	Altium	Developer Tool	0.1%	1
1048	AgnosAI	Framework / Library	0.1%	1
1049	Agentic AI	AI/ML Concept	0.1%	1
1050	Agentforce	AI/ML Framework	0.1%	1
1051	Agenta	Framework / Library	0.1%	1
1052	AgentCore	Cloud / Platform	0.1%	1
1053	Agent Engine	AI/ML Framework	0.1%	1
1054	Agent Development Kit	Framework / Library	0.1%	1
1055	Adobe XD	Developer Tool	0.1%	1
1056	Active Directory	Security / Networking	0.1%	1
1057	Accelerator	AI/ML Framework	0.1%	1
1058	Accelerate	Framework / Library	0.1%	1
1059	AWS Textract	Cloud / Platform	0.1%	1
1060	AWS Step Functions	Cloud / Platform	0.1%	1
1061	AWS S3	Cloud / Platform	0.1%	1
1062	AWS Lambda	Cloud / Platform	0.1%	1
1063	AWS Cloud	Cloud / Platform	0.1%	1
1064	AWS CDK	Developer Tool	0.1%	1
1065	AWS AI/ML	Cloud / Platform	0.1%	1
1066	AUTOSAR	Embedded / Hardware	0.1%	1
1067	ASR	AI/ML Concept	0.1%	1
1068	ASIC	Embedded / Hardware	0.1%	1
1069	ARM templates	DevOps / CI/CD	0.1%	1
1070	ARM	DevOps / CI/CD	0.1%	1
1071	ARKit	Framework / Library	0.1%	1
1072	APM	Technical Capability	0.1%	1
1073	APIs	Protocol / API / Standard	0.1%	1
1074	API-Security	Security / Networking	0.1%	1
1075	API design	Architecture	0.1%	1
1076	ANE	Cloud / Platform	0.1%	1
1077	AI/ML‑plattformar	AI/ML Framework	0.1%	1
1078	AI/LLM	AI/ML Concept	0.1%	1
1079	ADF	DevOps / CI/CD	0.1%	1
1080	AD	Security / Networking	0.1%	1
1081	ABAP OO	Language	0.1%	1
1082	802.1X	Protocol / API / Standard	0.1%	1
1083	.NET/C#	Language	0.1%	1
1084	.NET 7	Language	0.1%	1

Seniority

Top Countries

Sub-roles

Sub-role	Jobs
machine learning engineer	349
data scientist	114
software engineer	103
ai/ml engineer	76
data engineer	67
platform engineer	23
mlops engineer	23
ai research engineer	23
machine learning scientist	13
intern	11
product engineer	10
full stack engineer	9
cloud & ai developer	9
genai engineer	8
cloud engineer	8
member of technical staff	7
generative ai engineer	7
solutions engineer	6
identity ai / ml engineer	6
applied ai engineer	6
it support engineer	5
site reliability engineer	4
ml/ai engineer	4
mechanical engineer	4
industrial automation engineer	4
engineering manager	4
data science consultant	4
ai engineer softwareentwicklung	4
system engineer	3
python engineer	3
forward deployed ai engineer	3
ekino	3
alternance technicien / ingénieur en intelligence artificielle	3
statistiker med inriktning mot datahantering/data science	2
stage	2
robotics engineer	2
quantitative development	2
python machine learning model developer	2
prompt engineer/ai engineer	2
pm and growth engineer	2
palantir foundry engineer	2
ml & embedded vision systems engineer	2
medior ai consultant	2
machine learning research internship	2
machine learning operations trainee	2
ingénieur système machine learning f/h	2
ingénieur développement logiciel	2
ingénieur devops f/h	2
ingénieur data science	2
inference ml runtime engineer	2
geospatial analytics engineer	2
devops engineer/ ai	2
consultant ai engineering	2
computer vision engineer for drone systems	2
cloud infrastructure architect aws	2
business intelligence engineer	2
backend integration engineer	2
artificial intelligence and machine learning graduate	2
applied scientist	2
alternance chef de projet seo-geo	2
aerodynamics testing engineer	2
working student simulation-based fine-tuning & benchmarking for vla-models	1
vc investor	1
unity developer	1
technisch accountmanager lubrication	1
technicien micro réseau h/f	1
technical service operations lead	1
technical program manager	1
team manager r&d	1
team lead ai & rd	1
systeemarchitect	1
svensklärare	1
specialist/engineer ai/"intent-based netorking"	1
software developer	1
scientific business analyst- basel	1
salesforce devops engineer	1
safety engineer	1
rnd project manager	1
responsable support & accompagnement	1
rapid prototyping engineer	1
quantum engineer	1
python-ai_ml-genai- senior engineer	1
propulsion engineer	1
program manager phygital h/f	1
physicist	1
operations project leader h/f	1
on-site berlin: xr developer	1
mobile engineer	1
ml pipeline engineer	1
ml infrastructure engineer	1
ml engineer confirmé	1
ml engineer at cosinesh	1
ml application engineer	1
mjukvaruarkitekt	1
materials engineer	1
manager infrastructure & plateforme bobbee	1
manager devops	1
machine learning/computer vision engineer	1
llm / ai engineer predictive maintenance agent	1
kreativ utvecklare eller webbutvecklare / api-specialist till tidy merch	1
konsultchef inom ai & data	1
ingénieur·e de recherche	1
ingénieur systèmes embarqués	1
ingénieur r&d en ia/machine learning/deep learning	1
ingénieur ia en solution saas international	1
ingénieur etudes amonts	1
ingénieur en automatisation des tests en ia/machine learning /deep learning	1
ingenieur de recherche en machine learning pour les simulations physiques	1
information security officer	1
incubation engineer	1
in machine learning for antibody-antigen complex scoring	1
image reinforcement learning expert	1
fundamental equities nlp/ml engineer	1
fullstackingenjör med ai-fokus	1
full stack engineer: attribute enrichment	1
frontend engineer	1
formateur en réseaux et sécurité transmission sans fil	1
finance digital transformation	1
field test engineer / operator	1
field service technician*	1
eeg engineer at cibm chuv-unil	1
devops h/f	1
developer relations/ml engineer	1
delivery consultant	1
databricks specialist till knowit i göteborg!	1
data science director	1
data platform architect	1
data & ai senior test manager / quality lead	1
data & ai educator	1
cq trainee programme	1
computer vision/ml engineer	1
computer scientist ⏤ onsite/remote	1
co-founder	1
chef de projet transformation digitale h/f	1
chaos labs	1
cdd 10 mois	1
bsc/msc final year internship	1
bioinformaticien	1
bi-konsult	1
autonomous engineer	1
automationsstrateg med inriktning på ai	1
archon labs	1
architecte cloud aws	1
architect geospatial technology	1
applied ai specialist	1
application consultant sap is-u	1
alternance développeur cloud html5/java f/h	1
aktiv problemlösare	1
aiml	1
ai4it development squad lead 80	1
ai/ml architect	1
ai-engineer stellendam	1
ai workflow engineer	1
ai lead / architect	1
ai lab	1
ai engineer translation management	1
ai engineer till sundsvall/umeå	1
ai engineer till axfood it	1
ai engineer new grad 2025-2026	1
ai enablement	1
afstudeeropdrachten	1
[permanent] ai engineer	1