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Total Pages
1,118
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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Browse by Category
| 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:Triton inference server Server Quickstart Model Deployment
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Wandb Weave SDK Release
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
Principles
- Principle:Allenai Open instruct Actor Coordination
- Principle:LMCache LMCache Engine Configuration
- Principle:Duckdb Duckdb Function Registration Generation
- Principle:DistrictDataLabs Yellowbrick Grid Search Visualization
- Principle:Apache Airflow Hook Connection Implementation
- Principle:Helicone Helicone Query Filtering
- Principle:Nautechsystems Nautilus trader Data Configuration Schema
- Principle:Apache Paimon Lazy Blob Loading
- Principle:AUTOMATIC1111 Stable diffusion webui Image Gallery
- Principle:ArroyoSystems Arroyo SQL Compilation
Implementations
- Implementation:Open compass VLMEvalKit OlmOCRBench Katex Render
- Implementation:MarketSquare Robotframework browser Inv Version Docs
- Implementation:Haotian liu LLaVA Tokenizer Image Token
- Implementation:Shiyu coder Kronos Config Init
- Implementation:Microsoft LoRA Legacy Utils Multiple Choice
- Implementation:Vllm project Vllm LLM Generate
- Implementation:Infiniflow Ragflow AddedSourceCard Component
- Implementation:FlagOpen FlagEmbedding EvalReranker Call
- Implementation:InternLM Lmdeploy InputProcessor
- Implementation:Avhz RustQuant OrnsteinUhlenbeck
Heuristics
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Zai org CogVideo CPU Offload Strategy
Environments
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Alibaba ROLL Megatron Training Environment