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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:Groq Groq python Chat Completion
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Openai Openai node Audio Processing
- Workflow:Triton inference server Server Model Performance Tuning
Principles
- Principle:Elevenlabs Elevenlabs python Audio Playback
- Principle:FMInference FlexLLMGen GEMM Performance Testing
- Principle:Scikit learn contrib Imbalanced learn Balanced Bagging
- Principle:Facebookresearch Audiocraft Audio Dataset Preparation
- Principle:Lucidrains X transformers Package Installation
- Principle:Pola rs Polars DataFrame Output Conversion
- Principle:OpenRLHF OpenRLHF Pairwise Ranking Loss
- Principle:Kornia Kornia Differentiable Training Augmentation
- Principle:Langchain ai Langgraph Error Handling
- Principle:Online ml River SNARIMAX Forecasting
Implementations
- Implementation:Interpretml Interpret Random
- Implementation:Isaac sim IsaacGymEnvs Rotation3D
- Implementation:MarketSquare Robotframework browser Device Descriptors Keywords
- Implementation:CrewAIInc CrewAI Knowledge Storage Search
- Implementation:Evidentlyai Evidently Dataset From Pandas With Descriptors
- Implementation:Infiniflow Ragflow DatasetActionCell Component
- Implementation:Mistralai Client python FineTuningJobs Create
- Implementation:Ucbepic Docetl BookmarksPanel
- Implementation:Googleapis Python genai Operations Converters
- Implementation:Volcengine Verl Multimodal Rollout Request
Heuristics
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Sdv dev SDV Version Compatibility
Environments
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Huggingface Trl Quantization Environment
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Online ml River Build Toolchain
- Environment:Kserve Kserve GPU Accelerator