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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:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Apache Druid SQL Query Execution
- Workflow:LMCache LMCache P2P KV Cache Sharing
Principles
- Principle:CARLA simulator Carla Simulator Packaging
- Principle:Haosulab ManiSkill Vectorized Environment Wrapping
- Principle:Pola rs Polars Expression Pipeline Building
- Principle:Explodinggradients Ragas Tool Call F1 Evaluation
- Principle:Huggingface Alignment handbook Dataset Loading
- Principle:NVIDIA DALI Image Resize Augmentation
- Principle:Lance format Lance Inverted Index Building
- Principle:Facebookresearch Audiocraft Loudness Ratio Loss
- Principle:CarperAI Trlx ILQL Configuration
- Principle:Ggml org Llama cpp Multimodal
Implementations
- Implementation:Promptfoo Promptfoo ESM Loader
- Implementation:Roboflow Rf detr Deploy Benchmark
- Implementation:Datajuicer Data juicer VideoResolutionFilter
- Implementation:Haosulab ManiSkill XArm6Robotiq
- Implementation:Microsoft Playwright Client Download
- Implementation:Microsoft Onnxruntime TrainingUtil Declarations
- Implementation:Elevenlabs Elevenlabs python IvcClient Create
- Implementation:OpenRLHF OpenRLHF Get strategy
- Implementation:Hiyouga LLaMA Factory WebUI Infer Component
- Implementation:Treeverse LakeFS Java SDK Model InstallationUsageReport
Heuristics
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
Environments
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Kubeflow Pipelines Python SDK
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Tensorflow Serving Python Client Environment