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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:Mistralai Client python Streaming Chat Completion
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Apache Flink File Sink Pipeline
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
Principles
- Principle:Google deepmind Mujoco Passive Forces
- Principle:Evidentlyai Evidently Dataset Score Extraction
- Principle:Google deepmind Dm control Props and Targets
- Principle:Deepseek ai Janus CFG Input Preparation for Flow
- Principle:Sgl project Sglang Streaming Response Handling
- Principle:ARISE Initiative Robosuite Omniverse Rendering
- Principle:Apache Shardingsphere SPI Refresher Loading
- Principle:Microsoft DeepSpeedExamples Multi Dataset VQA Preparation
- Principle:Speechbrain Speechbrain Audio Interpretability
- Principle:Huggingface Transformers Training Execution
Implementations
- Implementation:LaurentMazare Tch rs Layer Norm
- Implementation:DataTalksClub Data engineering zoomcamp Kestra PostgreSQL CopyIn
- Implementation:Online ml River FeatureSelection VarianceThreshold
- Implementation:FlagOpen FlagEmbedding BGE Coder CorpusGenerator
- Implementation:Apache Airflow Timezone Utilities
- Implementation:Lance format Lance Java StorageOptionsProvider
- Implementation:Hpcaitech ColossalAI Train ORPO Script
- Implementation:Google deepmind Mujoco mj name2id
- Implementation:Hiyouga LLaMA Factory WebUI Common
- Implementation:Bentoml BentoML Cloud ModelAPI
Heuristics
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
Environments
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Shiyu coder Kronos Qlib Data Environment