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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:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Wandb Weave SDK Release
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Openai Evals Running an eval set
Principles
- Principle:Online ml River Estimator Validation Framework
- Principle:Ggml org Llama cpp LoRA to GGUF Conversion
- Principle:Kornia Kornia Image Loading
- Principle:Openai Whisper Audio Loading
- Principle:Alibaba MNN MNN Build System
- Principle:Astronomer Astronomer cosmos Virtualenv Operator Execution
- Principle:Infiniflow Ragflow Keyword Extraction
- Principle:Ollama Ollama KVCache Encoder Caching
- Principle:Openai CLIP Top K Accuracy Evaluation
- Principle:Alibaba ROLL Hardware Platform Abstraction
Implementations
- Implementation:Mage ai Mage ai Destination Emit State
- Implementation:Kornia Kornia SSIM Loss
- Implementation:Liu00222 Open Prompt Injection create attacker
- Implementation:Huggingface Diffusers Generate Model Tests
- Implementation:Hiyouga LLaMA Factory V1 Rendering
- Implementation:Arize ai Phoenix DocumentRelevanceEvaluator
- Implementation:Tensorflow Serving HandleReloadConfigRequest
- Implementation:Langchain ai Langgraph Init Chat Model
- Implementation:Avhz RustQuant ModelParameter
- Implementation:Recommenders team Recommenders SARSingleNode Recommend K Items
Heuristics
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
Environments
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Protectai Llm guard API Server Deployment
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:MaterializeInc Materialize Buildkite CI Runtime