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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:ClickHouse ClickHouse Server Deployment
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Scikit learn Scikit learn Supervised Classification
Principles
- Principle:Allenai Open instruct Reward Model Evaluation
- Principle:Risingwavelabs Risingwave CDC PostgreSQL Schema Management
- Principle:Iterative Dvc Dependency Graph Validation
- Principle:Anthropics Anthropic sdk python Automated Tool Loop
- Principle:SqueezeAILab ETS Score Aggregation
- Principle:Kornia Kornia Image Stitching
- Principle:Huggingface Trl PPO Prompt Dataset Preparation
- Principle:Datahub project Datahub CLI Package Installation
- Principle:MaterializeInc Materialize Scalability Regression Testing
- Principle:Deepset ai Haystack Answer Construction
Implementations
- Implementation:Treeverse LakeFS Lakectl Test Utilities
- Implementation:Online ml River Reco FunkMF
- Implementation:Ggml org Ggml Mnist model init random
- Implementation:Mlflow Mlflow Search Traces
- Implementation:Dotnet Machinelearning LdaDataBlock
- Implementation:Open compass VLMEvalKit VGRPBench TreesAndTents
- Implementation:Apache Druid TimeRelativeFilterControl
- Implementation:Haosulab ManiSkill PDJointPosVelController
- Implementation:Ucbepic Docetl Directive DocSummarization
- Implementation:Pytorch Serve Print Env Info
Heuristics
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
Environments
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:DevExpress Testcafe Node Runtime
- Environment:Huggingface Diffusers Attention Backends
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment