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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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| 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:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Apache Paimon Table Read Write
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Microsoft LoRA LoRA Integration
Principles
- Principle:Trailofbits Fickling Pickle VM Tracing
- Principle:Anthropics Anthropic sdk python Tool Definition
- Principle:Apache Shardingsphere Shadow Algorithm Evaluation
- Principle:OWASP Www project top 10 for large language model applications Automated Quality Feedback
- Principle:Microsoft Autogen Swarm Execution
- Principle:Mit han lab Llm awq Vision Language Projection
- Principle:Deepspeedai DeepSpeed Accelerator Abstraction
- Principle:Mlfoundations Open flamingo Model Initialization
- Principle:Infiniflow Ragflow Application Embedding
- Principle:Langchain ai Langgraph Docker Deployment
Implementations
- Implementation:Apache Shardingsphere YamlShadowRuleConfigurationSwapper SwapToObject
- Implementation:Dotnet Machinelearning LdaHybridAliasMap
- Implementation:Triton inference server Server Optimal Config Application
- Implementation:ARISE Initiative Robomimic TrainUtils rollout with stats
- Implementation:Tencent Ncnn YOLOv8 OBB Example
- Implementation:Vllm project Vllm CPU Activation
- Implementation:SeldonIO Seldon core Seldon Model Status Explainer
- Implementation:FlagOpen FlagEmbedding LLM Reranker Layerwise Modeling
- Implementation:Google deepmind Mujoco Render GL3
- Implementation:Haotian liu LLaVA Model VQA Loader Eval
Heuristics
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
Environments
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Apache Hudi Docker Demo Environment