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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:Ray project Ray Build and Release Pipeline
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Princeton nlp SimPO On Policy Data Generation
Principles
- Principle:Speechbrain Speechbrain Embedding Extraction
- Principle:Openai Evals Tool Augmented Evaluation
- Principle:Pyro ppl Pyro State Space Models
- Principle:FlowiseAI Flowise Agentflow Edge Validation
- Principle:Apache Airflow Docker Image Preparation
- Principle:Evidentlyai Evidently Snapshot Storage
- Principle:Ggml org Llama cpp KVCache
- Principle:Microsoft Semantic kernel Process Step Definition
- Principle:LLMBook zh LLMBook zh github io SFT Training Execution
- Principle:Unslothai Unsloth Project Configuration
Implementations
- Implementation:NVIDIA TransformerEngine Debug Log FP8 Stats
- Implementation:Google deepmind Mujoco Engine Inline
- Implementation:Huggingface Trl SFTTrainer Init
- Implementation:Apache Druid MeasureMenu
- Implementation:Langfuse Langfuse Observations Converters
- Implementation:Triton inference server Server GenAI Perf
- Implementation:Farama Foundation Gymnasium AtariPreprocessing
- Implementation:Elevenlabs Elevenlabs python Llm Enum
- Implementation:Treeverse LakeFS External Scheduler Configuration
- Implementation:Farama Foundation Gymnasium MultiBinary Space
Heuristics
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:FlowiseAI Flowise Node Runtime Environment