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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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|---|---|---|
| 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:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Neuml Txtai Model Training
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
Principles
- Principle:Spcl Graph of thoughts GoT Graph Topology Design
- Principle:Spcl Graph of thoughts Local LLM Inference
- Principle:Helicone Helicone Design System
- Principle:Mit han lab Llm awq WikiText Perplexity Evaluation
- Principle:Ggml org Llama cpp Distributed Inference
- Principle:OpenGVLab InternVL VQA Accuracy Scoring
- Principle:Roboflow Rf detr Serverless Inference
- Principle:Liu00222 Open Prompt Injection Binary Search Localization
- Principle:Neuml Txtai Agent Orchestration
- Principle:Tensorflow Tfjs Embedding Representation
Implementations
- Implementation:FlowiseAI Flowise DocStoreInputHandler
- Implementation:Alibaba MNN Protobuf Message CC
- Implementation:Openai Openai node Translations Create
- Implementation:TobikoData Sqlmesh DagreLayout
- Implementation:Microsoft Playwright FfExecutionContext
- Implementation:Rapidsai Cuml Kmeans Sampling
- Implementation:Ollama Ollama MLXRunner Slice
- Implementation:Zai org CogVideo Accelerator Setup
- Implementation:Online ml River Preprocessing Imputers
- Implementation:CARLA simulator Carla TM Parameters
Heuristics
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Huggingface Open r1 Distributed Training Configuration
Environments
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Predibase Lorax Docker Container Runtime
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Vllm project Vllm Python