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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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|---|---|---|
| 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:Groq Groq python Audio Transcription
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Sdv dev SDV Constrained synthesis
Principles
- Principle:Isaac sim IsaacGymEnvs Factory Configuration
- Principle:NVIDIA NeMo Curator NSFW Content Filtering
- Principle:Dagster io Dagster Sensor Driven Pipelines
- Principle:Volcengine Verl GAE Advantage Estimation
- Principle:PacktPublishing LLM Engineers Handbook Application Configuration Management
- Principle:Vespa engine Vespa Unicode Normalization
- Principle:Neuml Txtai API Security
- Principle:Mlflow Mlflow Predict Function Definition
- Principle:MarketSquare Robotframework browser Release Preparation
- Principle:OpenGVLab InternVL CLIP Vision Text Encoding
Implementations
- Implementation:TobikoData Sqlmesh EditorInspector
- Implementation:FlowiseAI Flowise UpdateChatflow Public
- Implementation:Treeverse LakeFS Java SDK Model CommitList
- Implementation:Apache Spark Dev NPM Lock
- Implementation:Ggml org Llama cpp RAII Pointers
- Implementation:Microsoft LoRA Check TF Ops
- Implementation:Isaac sim IsaacGymEnvs AMPContinuous Train
- Implementation:Treeverse LakeFS Commit Via S3 Workflow
- Implementation:TobikoData Sqlmesh EnvironmentChangesPreview
- Implementation:Pola rs Polars CategoricalPhysical
Heuristics
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
Environments
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Sgl project Sglang Grafana
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:OpenBMB UltraFeedback OpenAI API Environment