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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:Bentoml BentoML Bento Build And Containerization
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Apache Spark Release Process
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Openai Whisper Audio Transcription
Principles
- Principle:Norrrrrrr lyn WAInjectBench JSONL Text Dataset Format
- Principle:ARISE Initiative Robosuite Environment Factory
- Principle:Apache Kafka Topic CLI Bootstrap
- Principle:Pyro ppl Pyro Effect Handler System
- Principle:Microsoft DeepSpeedExamples ZeRO3 CPU Offload Training
- Principle:Neuml Txtai Index Construction
- Principle:Dagster io Dagster Dbt Asset Translation
- Principle:OpenGVLab InternVL Gradio Chat Serving
- Principle:Apache Airflow RC Verification
- Principle:Lm sys FastChat OpenAI Compatible API Serving
Implementations
- Implementation:ARISE Initiative Robosuite GR1Robot
- Implementation:Isaac sim IsaacGymEnvs Train Py Task Execution
- Implementation:Langgenius Dify Tailwind Common Config
- Implementation:Treeverse LakeFS Java SDK Model HookRun
- Implementation:Apache Airflow TriggererJobRunner Loop
- Implementation:Mlflow Mlflow Set Tracking Uri and Set Experiment
- Implementation:Tencent Ncnn Ruapu ISA Detection
- Implementation:Zai org CogVideo GeneralLPIPSWithDiscriminator
- Implementation:Kubeflow Pipelines Helm Pipeline Template
- Implementation:Pyro ppl Pyro Predictive SVI
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
Environments
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Protectai Llm guard API Server Deployment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:TobikoData Sqlmesh Web UI Stack