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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:Avhz RustQuant Yield Curve Construction
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Openai Openai node Chat Completion
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Fastai Fastbook Image Classification
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Huggingface Transformers Model Training With Trainer
Principles
- Principle:Deepset ai Haystack Embedding Based Retrieval
- Principle:Facebookresearch Habitat lab Dataset and Scene Preparation
- Principle:Teamcapybara Capybara Selection Controls
- Principle:Mlfoundations Open flamingo FSDP Model Wrapping
- Principle:Scikit learn Scikit learn Partial Dependence Analysis
- Principle:MarketSquare Robotframework browser Plugin Documentation Generation
- Principle:Haosulab ManiSkill Trajectory Dataset Loading
- Principle:Huggingface Datasets JSON Dataset Building
- Principle:Risingwavelabs Risingwave Materialized View Processing
- Principle:Princeton nlp SimPO Environment Setup
Implementations
- Implementation:Wandb Weave Bump Version Release
- Implementation:Vllm project Vllm SGL Vec
- Implementation:Explodinggradients Ragas PydanticPrompt Class
- Implementation:Datajuicer Data juicer DWposeDetector
- Implementation:Google deepmind Dm control Suite Pendulum
- Implementation:CrewAIInc CrewAI SQLite Flow Persistence
- Implementation:Explodinggradients Ragas Testset Export Methods
- Implementation:Scikit learn Scikit learn StopWords
- Implementation:InternLM Lmdeploy Sampling
- Implementation:Vibrantlabsai Ragas Text2SQL DB Utils
Heuristics
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
Environments
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Heibaiying BigData Notes Hadoop CDH Environment