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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:Microsoft Playwright Trace recording and debugging
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
Principles
- Principle:Anthropics Anthropic sdk python Thinking Request Execution
- Principle:Isaac sim IsaacGymEnvs Robot Controller Configuration
- Principle:TobikoData Sqlmesh Github Actions Integration
- Principle:Avhz RustQuant Exotic Option Contracts
- Principle:OWASP Www project top 10 for large language model applications Sandbox Deployment
- Principle:Huggingface Datatrove HTML Text Extraction
- Principle:Alibaba MNN Compression Validation
- Principle:Apache Paimon Type System
- Principle:Snorkel team Snorkel Augmented Data Combination
- Principle:Kserve Kserve Graph Topology Design
Implementations
- Implementation:FMInference FlexLLMGen Read Data
- Implementation:Apache Flink FileSink ForRowFormat
- Implementation:Infiniflow Ragflow ConversationService Save And Chat
- Implementation:Mage ai Mage ai Buildkite ECS Deploy
- Implementation:Scikit learn Scikit learn PartialDependence
- Implementation:Ggml org Llama cpp Common Embd Normalize
- Implementation:Gretelai Gretel synthetics DataFrameBatch Init
- Implementation:Microsoft Autogen ChatAgentContainer
- Implementation:Princeton nlp SimPO Decontaminate Humaneval
- Implementation:Turboderp org Exllamav2 Ext Cache
Heuristics
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
Environments
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Apache Airflow Development Contributor Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Apache Kafka Gradle Build Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:CARLA simulator Carla Simulation Runtime