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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:Microsoft Playwright Browser automation CLI
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Openai Openai python Image Generation
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Langgenius Dify Application Creation
- Workflow:Princeton nlp SimPO Model Inference
Principles
- Principle:PrefectHQ Prefect Dependency Lockfile Management
- Principle:NVIDIA TransformerEngine Activation Checkpointing
- Principle:Triton inference server Server Ensemble Configuration
- Principle:DistrictDataLabs Yellowbrick Cross Validation Scoring
- Principle:Online ml River Multi Output Metrics
- Principle:Treeverse LakeFS Imported Data Verification
- Principle:OpenBMB UltraFeedback Instruction Sampling
- Principle:Cypress io Cypress CI Result Processing
- Principle:Evidentlyai Evidently Dataset Creation
- Principle:Ollama Ollama Anthropic API Compatibility
Implementations
- Implementation:CrewAIInc CrewAI Flow Routing Primitives
- Implementation:Scikit learn Scikit learn FetchCaliforniaHousing
- Implementation:Elevenlabs Elevenlabs python AgentBranchSummary
- Implementation:Predibase Lorax Response Format Type
- Implementation:Avhz RustQuant FractionalBrownianMotion
- Implementation:Treeverse LakeFS SetGCRules
- Implementation:NVIDIA DALI Fn Resize Linear
- Implementation:ARISE Initiative Robomimic ConfigGenerator
- Implementation:Tensorflow Serving Threadpool Executor
- Implementation:NVIDIA DALI PyTorch Output Integration
Heuristics
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
Environments
- Environment:Vllm project Vllm Python Dependencies
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Apache Druid Integration Test Docker
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Apache Hudi Docker Demo Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime