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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:ArroyoSystems Arroyo UDF Development
- Workflow:Wandb Weave SDK Release
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Volcengine Verl Supervised Fine Tuning
Principles
- Principle:Heibaiying BigData Notes HBase Data Insertion
- Principle:Guardrails ai Guardrails Validator Streaming Support
- Principle:Unstructured IO Unstructured Pipeline Output Validation
- Principle:Langgenius Dify Retrieval Testing
- Principle:Helicone Helicone Central Registry Indexing
- Principle:Neuml Txtai Document Collection
- Principle:Vespa engine Vespa Embedding Generation
- Principle:Openclaw Openclaw Binding Configuration
- Principle:Tensorflow Serving Manager Construction
- Principle:Huggingface Datasets Streaming Filter Transform
Implementations
- Implementation:FlagOpen FlagEmbedding BGE Eval MSMARCO
- Implementation:Triton inference server Server Git Clone Server
- Implementation:TobikoData Sqlmesh Model PlanAction
- Implementation:Langgenius Dify UsePublishWorkflow
- Implementation:Huggingface Diffusers Save Lora Weights
- Implementation:Infiniflow Ragflow ProcessLogModal Component
- Implementation:Scikit learn Scikit learn Train Test Split
- Implementation:Mage ai Mage ai Destination Process
- Implementation:Microsoft Agent framework Workflow As Agent
- Implementation:Google deepmind Dm control GLFW GUI
Heuristics
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Langchain ai Langgraph Stream Mode Selection
Environments
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Openai Evals Python Runtime
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed