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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:Dagster io Dagster Bluesky Analytics
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:VainF Torch Pruning Object Detection Pruning
Principles
- Principle:Openai Openai agents python Tool Execution Loop
- Principle:Huggingface Trl Reward Sequence Classifier Loading
- Principle:Kubeflow Kubeflow Pull Request Submission
- Principle:Ggml org Llama cpp Grammar Constrained Decoding
- Principle:Confident ai Deepeval Function Tracing
- Principle:Trailofbits Fickling ML Allowlist Unpickling
- Principle:Mlflow Mlflow CI Test Matrix Generation
- Principle:Ggml org Llama cpp Grammar Constrained Generation
- Principle:Langfuse Langfuse Prompt Authoring and Versioning
- Principle:Helicone Helicone Client Request Interception
Implementations
- Implementation:NVIDIA TransformerEngine Ops Activation
- Implementation:ThreeSR Awesome Inference Time Scaling GitHub Fork And Clone
- Implementation:Openai Whisper Log Mel Spectrogram
- Implementation:NVIDIA DALI Fn Transpose
- Implementation:Predibase Lorax SigLIP Vision Encoder
- Implementation:Openclaw Openclaw Chrome Extension Background
- Implementation:Microsoft LoRA Utils Multiple Choice
- Implementation:FlowiseAI Flowise SendMessageAndGetPrediction
- Implementation:Dagster io Dagster DbtProjectComponent API
- Implementation:Nightwatchjs Nightwatch Multi Page Flow Pattern
Heuristics
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
Environments
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Openai CLIP Python Dependencies