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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Helicone Helicone Local Development Setup
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
Principles
- Principle:Risingwavelabs Risingwave Test Coverage Assurance
- Principle:Ray project Ray Distributed Task Submission
- Principle:Iamhankai Forest of Thought Expression Validation
- Principle:Infiniflow Ragflow Operator Configuration
- Principle:Langchain ai Langgraph Checkpointer Initialization
- Principle:Apache Flink Data Generation
- Principle:Online ml River Multi Output Metrics
- Principle:DataTalksClub Data engineering zoomcamp Kafka Consumer Pattern
- Principle:Predibase Lorax Adapter Inventory Configuration
- Principle:Kubeflow Pipelines Pipeline Composition
Implementations
- Implementation:Openai Openai node Evals Resource
- Implementation:OWASP Www project top 10 for large language model applications VulnerabilityEntry Parse Sections
- Implementation:Onnx Onnx Compose IO Map
- Implementation:Online ml River Datasets TrumpApproval
- Implementation:Open compass VLMEvalKit VCRBench
- Implementation:Interpretml Interpret ShapKernel
- Implementation:Microsoft Onnxruntime InferenceSession Create Nodejs
- Implementation:Deepspeedai DeepSpeed CPU Lion Header
- Implementation:Huggingface Diffusers ModelMixin From Pretrained
- Implementation:Vllm project Vllm LLM Init Speculative
Heuristics
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Deepset ai Haystack Logging Auto Detection
Environments
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Cypress io Cypress Linux Display Server
- Environment:Axolotl ai cloud Axolotl CUDA GPU