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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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|---|---|---|
| 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:OpenBMB UltraFeedback Dataset Construction
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
Principles
- Principle:ARISE Initiative Robosuite Joint Torque Control
- Principle:Mlflow Mlflow Error Handling and Exception Hierarchy
- Principle:Neuml Txtai Custom Function Tools
- Principle:ARISE Initiative Robosuite Texture Randomization
- Principle:Anthropics Anthropic sdk python Error Handling And Exceptions
- Principle:Dagster io Dagster Kubernetes Helm Test Infrastructure
- Principle:Langgenius Dify ClientSideDOMManipulation
- Principle:PacktPublishing LLM Engineers Handbook Crawler Dispatch
- Principle:ARISE Initiative Robosuite Signal Buffering
- Principle:Risingwavelabs Risingwave Sink Connector Framework
Implementations
- Implementation:Microsoft Semantic kernel JiraPlugin OpenAPI
- Implementation:Apache Airflow BaseOperator Interface
- Implementation:Truera Trulens Recording Retrieve Feedback Results
- Implementation:FlowiseAI Flowise ItemCard
- Implementation:Online ml River Tree Nodes Branch
- Implementation:Anthropics Anthropic sdk python Completion
- Implementation:Kubeflow Kubeflow Kubectl Health Check
- Implementation:Isaac sim IsaacGymEnvs SkeletonPlotterTasks
- Implementation:OpenRLHF OpenRLHF Train KTO
- Implementation:EvolvingLMMs Lab Lmms eval Package Installation
Heuristics
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Ollama Ollama Quantization Layer Selection
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
Environments
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Unslothai Unsloth Llama Cpp
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:FMInference FlexLLMGen CUDA GPU