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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:Mistralai Client python OCR Document Processing
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Webdriverio Webdriverio Page Object Pattern
Principles
- Principle:Isaac sim IsaacGymEnvs Inference Configuration
- Principle:Ggml org Llama cpp Common Infrastructure
- Principle:Google deepmind Mujoco Engine Utilities
- Principle:Cohere ai Cohere python Message Construction
- Principle:OpenGVLab InternVL Multimodal Data Preparation
- Principle:Eventual Inc Daft Resource Configuration
- Principle:Isaac sim IsaacGymEnvs Policy Rollout
- Principle:Microsoft Autogen Result Aggregation
- Principle:Iterative Dvc Data Index Update
- Principle:Iterative Dvc Git Change Staging
Implementations
- Implementation:NVIDIA DALI Fn Resize
- Implementation:Pyro ppl Pyro SineBivariateVonMises
- Implementation:Openai Evals Get Final Results From Dir
- Implementation:FlagOpen FlagEmbedding BGE Coder TripletGenerator
- Implementation:Arize ai Phoenix Projects Resource
- Implementation:Ollama Ollama Imagegen Qwen3 TextEncoder
- Implementation:FlowiseAI Flowise AddEditDatasetDialog
- Implementation:Datajuicer Data juicer DetectCharacterAttributesMapper
- Implementation:Langfuse Langfuse CreatePrompt
- Implementation:Openai Openai python Response Code Interpreter Call Completed
Heuristics
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
Environments
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Sgl project Sglang Web
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Mlc ai Web llm Node Build Toolchain