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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 python Responses API Text Generation
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:Truera Trulens LangGraph Agent Evaluation
Principles
- Principle:Huggingface Datasets SQL Dataset Building
- Principle:FlowiseAI Flowise Vector Store Upsert
- Principle:Mlc ai Web llm Chat Inference
- Principle:OWASP Www project top 10 for large language model applications Sandbox Deployment
- Principle:Haosulab ManiSkill Sim2Real Policy Training
- Principle:Alibaba ROLL Knowledge Distillation Loss
- Principle:Pola rs Polars Lazy Query Collection
- Principle:Intel Ipex llm Offline Batch Inference
- Principle:Isaac sim IsaacGymEnvs Player Initialization
- Principle:ARISE Initiative Robosuite MuJoCo Binding Compatibility
Implementations
- Implementation:ARISE Initiative Robosuite BinObject
- Implementation:ClickHouse ClickHouse Nfpm Common Static Package
- Implementation:Openai Evals Eval YAML Registration
- Implementation:ArroyoSystems Arroyo Udf Api Types
- Implementation:Arize ai Phoenix Docs Site Config
- Implementation:ARISE Initiative Robosuite JointPositionController
- Implementation:Langgenius Dify Analyze I18n Diff
- Implementation:Farama Foundation Gymnasium Space Base
- Implementation:Microsoft DeepSpeedExamples BingBert NvidiaPreLN LayerDrop
- Implementation:Online ml River FeatureExtraction Agg
Heuristics
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
Environments
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Intel Ipex llm Build Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Vllm project Vllm CUDA GPU Runtime