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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:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Lance format Lance Version Management
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
Principles
- Principle:Marker Inc Korea AutoRAG Evaluator Initialization
- Principle:Datajuicer Data juicer Configuration Initialization
- Principle:Ggml org Ggml Tensor Creation
- Principle:Sdv dev SDV Local Data IO
- Principle:Huggingface Trl PPO Multi Model Loading
- Principle:Junyanz Pytorch CycleGAN and pix2pix Training Options Configuration
- Principle:Ggml org Llama cpp Tensor Debugging
- Principle:Apache Paimon Table Configuration
- Principle:FlowiseAI Flowise Theme Configuration
- Principle:FlowiseAI Flowise Chatflow Listing
Implementations
- Implementation:Roboflow Rf detr Save GT Predictions Visualization
- Implementation:Elevenlabs Elevenlabs python WebhookSignatureVerification
- Implementation:Ollama Ollama Tools Template
- Implementation:Open compass VLMEvalKit PandaGPT
- Implementation:Mlc ai Mlc llm Medusa Model
- Implementation:CARLA simulator Carla GlobalRoutePlanner Trace Route
- Implementation:Alibaba MNN FlatBuffers Reflection Header
- Implementation:OpenGVLab InternVL LLaVA Custom Training Script
- Implementation:Tensorflow Tfjs GPT2CausalLM Constructor
- Implementation:Intel Ipex llm Get Int From Env
Heuristics
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
Environments
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Alibaba MNN CPU Build Environment
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment