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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:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Huggingface Optimum FX Graph Optimization
Principles
- Principle:FlowiseAI Flowise Vector Store Upsert
- Principle:Mage ai Mage ai Record Validation and Batching
- Principle:Pola rs Polars SQL Data Registration
- Principle:Groq Groq python Message Construction
- Principle:Haosulab ManiSkill Asset Download Loading
- Principle:Vllm project Vllm Output Validation
- Principle:NVIDIA TransformerEngine FSDP Integration
- Principle:Wandb Weave Version Bump Release
- Principle:Openai Openai node Chat Completion Invocation
- Principle:Ucbepic Docetl Optimized Pipeline Review
Implementations
- Implementation:FlowiseAI Flowise GetVersions
- Implementation:ARISE Initiative Robosuite RobotBaseModel
- Implementation:Elevenlabs Elevenlabs python AgentBranchSummary
- Implementation:DistrictDataLabs Yellowbrick DispersionPlot
- Implementation:Facebookresearch Habitat lab HRLPPO update
- Implementation:Langfuse Langfuse ExperimentsRouter CreateExperiment
- Implementation:Avhz RustQuant India Calendar
- Implementation:Run llama Llama index ReActAgent From Defaults
- Implementation:Langgenius Dify Service Base
- Implementation:FlagOpen FlagEmbedding BGE M3 Modeling
Heuristics
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
Environments
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Apache Airflow Development Contributor Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Iamhankai Forest of Thought Python CUDA Runtime