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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:Zai org CogVideo SAT Finetuning
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Run llama Llama index ReAct Agent
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Tensorflow Serving Model Export And Serving
Principles
- Principle:ContextualAI HALOs Policy Sampling
- Principle:Mlc ai Web llm Web Worker Engine Proxy
- Principle:Google deepmind Mujoco Sleep System
- Principle:Neuml Txtai Agent Embeddings Database
- Principle:ClickHouse ClickHouse Decimal Arithmetic
- Principle:Apache Paimon Global Index Scan Building
- Principle:Treeverse LakeFS Java SDK OpenAPI Specification
- Principle:Huggingface Diffusers Diffusion Training Loop
- Principle:Tencent Ncnn Python Bindings Build
- Principle:Langchain ai Langgraph Docker Deployment
Implementations
- Implementation:Vllm project Vllm Test Pipeline Config
- Implementation:LMCache LMCache XPU Connector
- Implementation:Apache Airflow BaseOperator Interface
- Implementation:Openai Openai node APIPromise
- Implementation:Langchain ai Langchain ChatGroq
- Implementation:Hpcaitech ColossalAI DocumentLoader
- Implementation:Risingwavelabs Risingwave PostgresStreamingChangeEventSource
- Implementation:Scikit learn Scikit learn PartialDependenceDisplay
- Implementation:NVIDIA DALI NumPy Parser
- Implementation:Haosulab ManiSkill AllegroHandTouch
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
Environments
- Environment:Sgl project Sglang Prometheus
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Sgl project Sglang Distributed
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:FlowiseAI Flowise Docker Environment