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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:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
Principles
- Principle:Microsoft LoRA Weight Merging for Inference
- Principle:Webdriverio Webdriverio Reporter Architecture
- Principle:Webdriverio Webdriverio Test Result Reporting
- Principle:Alibaba ROLL MCoreAdapter DPO Training
- Principle:Guardrails ai Guardrails StreamingValidation
- Principle:Microsoft DeepSpeedExamples Instruction Dataset Preparation
- Principle:Infiniflow Ragflow Deployment Verification
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Quantization Configuration
- Principle:Treeverse LakeFS Hook Result Review
- Principle:Facebookresearch Habitat lab App State Machine
Implementations
- Implementation:SeldonIO Seldon core Seldon Model Load For Explainer
- Implementation:Farama Foundation Gymnasium FrozenLakeEnv
- Implementation:Explodinggradients Ragas SimplePrompt Class
- Implementation:SeldonIO Seldon core Seldon Pipeline Status
- Implementation:Openai Openai python Pydantic Compat
- Implementation:Astronomer Astronomer cosmos SparkThriftProfileMapping
- Implementation:AUTOMATIC1111 Stable diffusion webui Config States
- Implementation:FlagOpen FlagEmbedding LLM Embedder Retrieval Trainer
- Implementation:Webdriverio Webdriverio Website Pnpm Lock
- Implementation:NVIDIA TransformerEngine Debug API
Heuristics
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
Environments
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Princeton nlp SimPO CUDA Training