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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 Autogen Graph Based Agent Orchestration
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
Principles
- Principle:Intel Ipex llm DPO Model Loading
- Principle:Ucbepic Docetl Dataset Upload And Operation Creation
- Principle:Unslothai Unsloth GRPO Reinforcement Learning
- Principle:Pytorch Serve Multimodal Inference
- Principle:Openclaw Openclaw Message Ingestion
- Principle:Google deepmind Mujoco Vectorized Simulation
- Principle:Rapidsai Cuml Cluster Model Fitting
- Principle:TobikoData Sqlmesh Github Actions Integration
- Principle:Promptfoo Promptfoo External Data Source Integration
- Principle:Explodinggradients Ragas DSPy Prompt Optimization
Implementations
- Implementation:Kserve Kserve InferenceGraph Full CRD
- Implementation:Ucbepic Docetl NaturalLanguagePipelineDialog
- Implementation:DevExpress Testcafe CompileClientFunction
- Implementation:NVIDIA TransformerEngine JAX Sharding
- Implementation:Speechbrain Speechbrain Train L2I
- Implementation:Getgauge Taiko EmulateNetwork
- Implementation:ArroyoSystems Arroyo Kafka Source
- Implementation:Neuml Txtai PGText Scoring
- Implementation:FMInference FlexLLMGen Bench HF Suite
- Implementation:Vllm project Vllm EngineArgs LoRA Config
Heuristics
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Alibaba MNN NC4HW4 Data Layout
Environments
- Environment:Apache Kafka Committer Tools Environment
- Environment:Snorkel team Snorkel PyTorch
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Getgauge Taiko Chromium Browser
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment