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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:Langgenius Dify Knowledge Base Creation
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
Principles
- Principle:Openai Openai node Tool Loop Resolution
- Principle:ClickHouse ClickHouse DNS Resolution
- Principle:Getgauge Taiko Runtime Configuration
- Principle:Sktime Pytorch forecasting NHiTS Architecture
- Principle:Isaac sim IsaacGymEnvs Automatic Domain Randomization
- Principle:AUTOMATIC1111 Stable diffusion webui Extension Management
- Principle:Langchain ai Langgraph Store Batch Operations
- Principle:LLMBook zh LLMBook zh github io Symmetric Quantization
- Principle:Langfuse Langfuse Trace Sampling
- Principle:Bentoml BentoML Service Dependency Injection
Implementations
- Implementation:Mlflow Mlflow Openai Autolog
- Implementation:FlagOpen FlagEmbedding FlagAutoModel From Finetuned
- Implementation:Truera Trulens Record Viewer Utils
- Implementation:Triton inference server Server MemoryAllocTest
- Implementation:Deepspeedai DeepSpeed HybridEngine Generate
- Implementation:Farama Foundation Gymnasium Make Vec
- Implementation:OpenHands OpenHands DeviceCode
- Implementation:CarperAI Trlx Default PPO Config
- Implementation:OpenHands OpenHands Button
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval PopQA
Heuristics
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
Environments
- Environment:Sgl project Sglang OpenAI
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Apache Hudi Docker Demo Environment
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Sgl project Sglang Python Dependencies
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Kserve Kserve Leader Worker Set
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Apache Spark Release Build Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation