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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:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Promptfoo Promptfoo Project Initialization
Principles
- Principle:Spotify Luigi Worker Scheduler Communication
- Principle:OpenRLHF OpenRLHF Distributed Strategy Configuration
- Principle:Langgenius Dify Knowledge Base Connection
- Principle:Risingwavelabs Risingwave Sink Connector Framework
- Principle:Deepspeedai DeepSpeed Checkpoint Management
- Principle:Marker Inc Korea AutoRAG Pipeline Runner Initialization
- Principle:Infiniflow Ragflow Parser Options Configuration
- Principle:Webdriverio Webdriverio BrowserStack Session Management
- Principle:Langgenius Dify Component Testing
- Principle:FMInference FlexLLMGen CUDA Memory Access Patterns
Implementations
- Implementation:Langchain ai Langgraph Pregel Get State History
- Implementation:Microsoft Autogen Studio MCP API
- Implementation:FlowiseAI Flowise UpdateChatflow Appearance
- Implementation:NVIDIA DALI CMake Plugin Build
- Implementation:Mlc ai Mlc llm Event Trace Recorder
- Implementation:Predibase Lorax Triton LibEntry
- Implementation:Apache Dolphinscheduler BaseDataSourceParamDTO Configuration
- Implementation:Pyro ppl Pyro Autoname TreeData
- Implementation:Groq Groq python SDK Utils Module
- Implementation:Lm sys FastChat Summarize Cluster
Heuristics
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
Environments
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:NVIDIA DALI PyTorch Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Openai Whisper Numba
- Environment:Marker Inc Korea AutoRAG API Keys Configuration