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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:Openai Evals Implementing a custom completion function
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Openai Openai node Audio Processing
Principles
- Principle:Mbzuai oryx Awesome LLM Post training Repository Publishing
- Principle:Haosulab ManiSkill Observation Definition
- Principle:Langgenius Dify ClientSideDOMManipulation
- Principle:Mlc ai Mlc llm Concurrent Request Handling
- Principle:Ray project Ray Artifact Publishing
- Principle:LaurentMazare Tch rs TorchScript Loading
- Principle:Explodinggradients Ragas Agent Definition Interface
- Principle:Langchain ai Langchain Streaming Events
- Principle:Roboflow Rf detr GT Prediction Comparison
- Principle:Tensorflow Serving Model Status Query
Implementations
- Implementation:Openai Openai python Response Reasoning Text Delta
- Implementation:Lance format Lance Dataset Scan
- Implementation:Open compass VLMEvalKit VLRewardBench
- Implementation:ARISE Initiative Robosuite XmlObjects
- Implementation:EvolvingLMMs Lab Lmms eval LLM Judge Factory
- Implementation:Apache Beam StreamingEngineComputationConfigFetcher
- Implementation:Evidentlyai Evidently Legacy Collector Storage
- Implementation:Treeverse LakeFS Java SDK Model StatsEvent
- Implementation:CARLA simulator Carla Profiler
- Implementation:Langfuse Langfuse Server Instrumentation
Heuristics
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
Environments
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend