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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:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
Principles
- Principle:Getgauge Taiko Gauge Step Implementation
- Principle:Anthropics Anthropic sdk python Tool Result Submission
- Principle:Cypress io Cypress CI Environment Configuration
- Principle:Eric mitchell Direct preference optimization Hydra Configuration
- Principle:Iterative Dvc Stage Freshness Detection
- Principle:Huggingface Transformers Adapter Training
- Principle:Kornia Kornia ONNX Model Loading
- Principle:ClickHouse ClickHouse Fast Integer Formatting
- Principle:FlagOpen FlagEmbedding Long Video Understanding Evaluation
- Principle:Vespa engine Vespa Artifact Signing and Publishing
Implementations
- Implementation:Duckdb Duckdb TDigest
- Implementation:ArroyoSystems Arroyo Websocket Connector
- Implementation:Ggml org Ggml Common quantization types
- Implementation:Mlc ai Mlc llm OLMo Model
- Implementation:Bitsandbytes foundation Bitsandbytes XPU Backend Ops
- Implementation:Infiniflow Ragflow ForceGraph Component
- Implementation:Eventual Inc Daft DataFrame Describe
- Implementation:Microsoft LoRA NLG Environment Setup Script
- Implementation:Infiniflow Ragflow LinkDataSource Component
- Implementation:Bentoml BentoML Deployment Create
Heuristics
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Promptfoo Promptfoo Transient Error Classification
Environments
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Protectai Llm guard API Server Deployment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Microsoft Onnxruntime Python Inference Environment