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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 Open r1 GRPO Reasoning Training
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:Datahub project Datahub Docker Quickstart Deployment
Principles
- Principle:Microsoft Autogen Graph Flow Configuration
- Principle:Getgauge Taiko Gauge Step Implementation
- Principle:Openai Openai python Image Generation
- Principle:Kserve Kserve Authentication Integration
- Principle:Scikit learn Scikit learn Online Learning
- Principle:NVIDIA NeMo Aligner PPO Actor Critic Setup
- Principle:Webdriverio Webdriverio Plugin Resolution
- Principle:Langfuse Langfuse Prompt Compilation with Variables
- Principle:Microsoft Agent framework Workflow Event Streaming
- Principle:Langgenius Dify Explore Feature
Implementations
- Implementation:Lance format Lance Java DatasetDeltaBuilder
- Implementation:Tencent Ncnn SCRFD CrowdHuman Example
- Implementation:Huggingface Datasets Tqdm Utils
- Implementation:DevExpress Testcafe Runner Fluent API
- Implementation:Lance format Lance RepDef
- Implementation:Openai Openai node Completions Resource
- Implementation:Shiyu coder Kronos Train Model Tokenizer Qlib
- Implementation:Sgl project Sglang Fetch Metrics
- Implementation:Pyro ppl Pyro EscapeMessenger
- Implementation:Datajuicer Data juicer TextEntityDependencyFilter
Heuristics
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Unslothai Unsloth Merge Memory Management
Environments
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Sgl project Sglang Grafana
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:LMCache LMCache Python Runtime
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Guardrails ai Guardrails Python 3 10 Runtime