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Workflows
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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:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Openai Openai python Chat Completion
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Helicone Helicone Integrate Provider To Gateway
Principles
- Principle:Apache Hudi Clustering Layout Analysis
- Principle:OpenRLHF OpenRLHF Rule Based Reward Functions
- Principle:Openai Openai python Fine Tuning Job Monitoring
- Principle:Google deepmind Dm control MJCF Structure Building
- Principle:EvolvingLMMs Lab Lmms eval Results Output
- Principle:Vllm project Vllm Output Schema Definition
- Principle:Huggingface Datasets Download Configuration
- Principle:Speechbrain Speechbrain Transducer ASR Training
- Principle:Allenai Open instruct DPO Loss Dispatch
- Principle:Huggingface Open r1 Environment Setup
Implementations
- Implementation:Eventual Inc Daft Session Sql
- Implementation:Langgenius Dify UpdateAppSiteStatus
- Implementation:Bentoml BentoML Buildah Backend
- Implementation:Online ml River Preprocessing OrdinalEncoder
- Implementation:Run llama Llama index EvaluationResult Analysis
- Implementation:Online ml River Tree Splitter NominalReg
- Implementation:TobikoData Sqlmesh ModelNodeHeaderHandles
- Implementation:Helicone Helicone Alert Types
- Implementation:Iamhankai Forest of Thought CoT Task Run
- Implementation:Apache Shardingsphere VersionPersistService SwitchActiveVersion
Heuristics
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
Environments
- Environment:Tensorflow Serving Python Client Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Mistralai Client python Agents Environment
- Environment:Openai Whisper Numba
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Obss Sahi Python Image Processing
- Environment:Apache Kafka Committer Tools Environment