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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:Huggingface Datatrove Common Crawl Processing
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Apache Kafka Docker Image Release
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:TobikoData Sqlmesh Environment management
Principles
- Principle:Togethercomputer Together python Result Integration
- Principle:Onnx Onnx Operator Node Construction
- Principle:Pyro ppl Pyro Coalescent Process
- Principle:Google deepmind Mujoco PGS Solver
- Principle:Unstructured IO Unstructured Section Aware Chunking
- Principle:Datahub project Datahub OpenLineage Conversion
- Principle:Isaac sim IsaacGymEnvs Assembly Sub Policy Training
- Principle:Cypress io Cypress Test Result Reporting
- Principle:Vespa engine Vespa Logger Handler Installation
- Principle:Togethercomputer Together python File Upload
Implementations
- Implementation:Microsoft DeepSpeedExamples BingBert Timer
- Implementation:OpenRLHF OpenRLHF PromptDataset init
- Implementation:Norrrrrrr lyn WAInjectBench JsonlImageDataset
- Implementation:Langfuse Langfuse StorageService UploadWithSignedUrl
- Implementation:Openai Evals ModelGradedSpec
- Implementation:Ollama Ollama Mtmd Helper
- Implementation:Ggml org Ggml Cpu loongarch quants
- Implementation:CARLA simulator Carla Image Save To Disk
- Implementation:CARLA simulator Carla Vehicle Class
- Implementation:Vllm project Vllm Scalar Type
Heuristics
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
Environments
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Online ml River Python Runtime Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Lance format Lance Python Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Huggingface Datasets SQL Dependencies