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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:Protectai Llm guard Scanner Benchmarking
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Neuml Txtai Agent Execution
Principles
- Principle:Nautechsystems Nautilus trader Historical Data Wrangling
- Principle:Huggingface Datatrove IPC Data Reading
- Principle:Microsoft Onnxruntime Model Conversion to ONNX
- Principle:Microsoft Agent framework Executor Definition
- Principle:Microsoft Playwright Open Trace Viewer
- Principle:LaurentMazare Tch rs YOLO Object Detection
- Principle:Scikit learn contrib Imbalanced learn Instance Hardness Cross Validation
- Principle:Apache Paimon Lazy Blob Loading
- Principle:Ggml org Llama cpp ComputeGraph
- Principle:Nautechsystems Nautilus trader External Data Loading
Implementations
- Implementation:Google deepmind Mujoco Filament Render Context Header
- Implementation:CARLA simulator Carla WalkerEvent
- Implementation:CrewAIInc CrewAI ContextualAI Parse Tool
- Implementation:Infiniflow Ragflow DialogService Save
- Implementation:Rapidsai Cuml Genetic Program
- Implementation:Open compass VLMEvalKit Cosmos
- Implementation:Elevenlabs Elevenlabs python KnowledgeBaseLocator
- Implementation:Apache Shardingsphere ShadowRule Constructor
- Implementation:Microsoft Autogen Studio MCP Tools Tab
- Implementation:Google deepmind Dm control CMU Mocap Initializer
Heuristics
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
Environments
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Apache Paimon Python Core Runtime
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment