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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:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Mage ai Mage ai Building a New Destination Connector
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Vllm project Vllm Structured Output Generation
Principles
- Principle:Huggingface Datasets Data Download and Preparation
- Principle:Vllm project Vllm Engine Configuration
- Principle:Haifengl Smile Inference Server Configuration
- Principle:Infiniflow Ragflow Document Parsing
- Principle:Speechbrain Speechbrain Dynamic Mixing Augmentation
- Principle:LLMBook zh LLMBook zh github io DPO Model Loading
- Principle:OpenRLHF OpenRLHF Ray Cluster Initialization
- Principle:TA Lib Ta lib python Cython Binding Generation
- Principle:PeterL1n BackgroundMattingV2 Homographic alignment
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Acquisition
Implementations
- Implementation:Openai Openai python Response Reasoning Summary Part Added
- Implementation:ARISE Initiative Robosuite MujocoObject Base
- Implementation:Datajuicer Data juicer VggtMapper
- Implementation:Dotnet Machinelearning Text Featurization Pipeline
- Implementation:Open compass VLMEvalKit MaCBench
- Implementation:Kornia Kornia Dice Loss
- Implementation:Cohere ai Cohere python FinetunedModel Settings
- Implementation:Sail sg LongSpec HumanEval MBPP Evaluator
- Implementation:Scikit learn contrib Imbalanced learn BorderlineSMOTE
- Implementation:MarketSquare Robotframework browser Inv Lint
Heuristics
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
Environments
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Evidentlyai Evidently SQL Storage Environment