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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:Puppeteer Puppeteer Request Interception
- Workflow:Wandb Weave Tracing Setup
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Pytorch Serve Large Model Inference
Principles
- Principle:Openai Openai node Chat Completion Invocation
- Principle:Openai CLIP Prompt Engineering
- Principle:Pytorch Serve Distributed Worker
- Principle:MaterializeInc Materialize Release Commit and Tagging
- Principle:Online ml River Bandit Environments
- Principle:Googleapis Python genai Multimodal Content Assembly
- Principle:MarketSquare Robotframework browser JavaScript Extension Integration
- Principle:Puppeteer Puppeteer JavaScript Object Handling
- Principle:Farama Foundation Gymnasium Discrete Action Space
- Principle:SeldonIO Seldon core Explainer Readiness Verification
Implementations
- Implementation:Isaac sim IsaacGymEnvs AllegroKukaThrow
- Implementation:Apache Druid TransformTable
- Implementation:OpenHands OpenHands Accordion
- Implementation:Tencent Ncnn PeleeNetSSD Seg Example
- Implementation:Eventual Inc Daft Daft Cls
- Implementation:Protectai Modelscan ModelScan Scan
- Implementation:Openclaw Openclaw Chrome Extension Background
- Implementation:Huggingface Datasets DatasetInfo
- Implementation:Evidentlyai Evidently SDK Panels
- Implementation:Haosulab ManiSkill KitchenObjects
Heuristics
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
Environments
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Datahub project Datahub Docker Runtime
- Environment:Apache Airflow Docker Container Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment