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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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| Category | Description | Browse |
|---|---|---|
| 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:Openai Openai node Structured Output Parsing
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Pyro ppl Pyro MCMC Inference
Principles
- Principle:Elevenlabs Elevenlabs python Realtime Speech to Text
- Principle:PacktPublishing LLM Engineers Handbook Model Registry Validation
- Principle:SeldonIO Seldon core Pipeline Conditional Routing
- Principle:Sdv dev SDV Synthesizer Persistence
- Principle:Deepset ai Haystack Cross Encoder Reranking
- Principle:DevExpress Testcafe Page Object Model
- Principle:Kubeflow Pipelines Cross Format Validation
- Principle:Microsoft BIPIA Results Analysis
- Principle:Google deepmind Mujoco Fluid Interaction
- Principle:Allenai Open instruct Data Decontamination
Implementations
- Implementation:Predibase Lorax Response Type
- Implementation:CrewAIInc CrewAI Crew Query Knowledge
- Implementation:Isaac sim IsaacGymEnvs Checkpoint Filesystem Convention
- Implementation:NVIDIA NeMo Curator ParquetWriter
- Implementation:Infiniflow Ragflow UseRenameDataset Hook
- Implementation:Kubeflow Pipelines Install Config
- Implementation:OpenRLHF OpenRLHF NemoGym AgentExecutor
- Implementation:Apache Spark Start Workers
- Implementation:FlagOpen FlagEmbedding MLVU Order Data
- Implementation:InternLM Lmdeploy Calibrate
Heuristics
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
Environments
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Danijar Dreamerv3 JAX CUDA