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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:Openai Openai node Fine Tuning
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Microsoft Onnxruntime Train Convert Predict
Principles
- Principle:FlowiseAI Flowise Dependency Management
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding and output composition
- Principle:Kserve Kserve Model Agent Loading
- Principle:Unslothai Unsloth GRPO Reinforcement Learning
- Principle:NVIDIA NeMo Aligner DPO Preference Data Preparation
- Principle:Openclaw Openclaw Container Onboarding
- Principle:Tensorflow Serving Type Safe Erasure
- Principle:Microsoft DeepSpeedExamples Classification Evaluation
- Principle:Microsoft Playwright Assertion and Verification
- Principle:Langgenius Dify Annotation System
Implementations
- Implementation:Ggml org Llama cpp Lookup Decoding
- Implementation:NVIDIA TransformerEngine Fused Attn F16 Max512
- Implementation:ArroyoSystems Arroyo Create Connection Page
- Implementation:Sdv dev SDV BaseConstraint Is Valid
- Implementation:Bentoml BentoML Framework TensorFlow
- Implementation:Vllm project Vllm Benchmark Serving Structured Output
- Implementation:Norrrrrrr lyn WAInjectBench OpenCLIP Init
- Implementation:Alibaba MNN Protobuf Message H
- Implementation:Apache Paimon TableSchema
- Implementation:Ucbepic Docetl Directive TakeHeadTail
Heuristics
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
Environments
- Environment:Apache Airflow Database Backend Environment
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Tensorflow Serving Python Client Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Getgauge Taiko Docker Container
- Environment:Sgl project Sglang Web