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1,118
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 Openai python Realtime Conversation
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Apache Paimon Distributed Processing With Ray
Principles
- Principle:Ucbepic Docetl Evaluation Function Registration
- Principle:Online ml River STREAMKMeans Clustering
- Principle:OpenGVLab InternVL DDP Gradient Compression
- Principle:Microsoft Onnxruntime Session Options Configuration
- Principle:Huggingface Transformers Selective Test Execution
- Principle:Apache Spark Release Documentation Generation
- Principle:Scikit learn Scikit learn Gradient Boosting Classification
- Principle:NVIDIA NeMo Curator NSFW Content Filtering
- Principle:Cohere ai Cohere python Finetuning Configuration
- Principle:Googleapis Python genai Tuning Job Launch
Implementations
- Implementation:LMCache LMCache LMCacheConnectorV1Impl Init
- Implementation:OpenGVLab InternVL InternVisionConfig
- Implementation:Apache Paimon BTreeFileFooter
- Implementation:Huggingface Peft GraloraModel
- Implementation:Cypress io Cypress IsValidBrowser
- Implementation:Hiyouga LLaMA Factory DPO Workflow
- Implementation:Infiniflow Ragflow UseMcpRequest Hooks
- Implementation:Google deepmind Dm control Manipulation Load
- Implementation:Cohere ai Cohere python V2ChatResponse Model
- Implementation:Sgl project Sglang CPU Common Header
Heuristics
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
Environments
- Environment:Apache Beam Java Build Environment
- Environment:Apache Spark Python Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment