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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:Interpretml Interpret EBM Model Export
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Getgauge Taiko Headless Browser Testing
Principles
- Principle:Tencent Ncnn Vulkan GPU Detection
- Principle:Huggingface Datatrove HTTP Media Fetching
- Principle:ClickHouse ClickHouse RAII Scope Guard
- Principle:Turboderp org Exllamav2 Model Configuration
- Principle:Helicone Helicone ClickHouse Cost SQL Generation
- Principle:Interpretml Interpret Synthetic Data
- Principle:Pola rs Polars Rust Crate Feature System
- Principle:Apache Hudi Clustering Strategy Configuration
- Principle:Apache Beam Windmill Connection Setup
- Principle:Mlc ai Mlc llm Preemption Recovery
Implementations
- Implementation:Helicone Helicone Ch Hcone Migrate
- Implementation:Sgl project Sglang Attention Ops
- Implementation:Ggml org Ggml Gpt tokenize
- Implementation:Marker Inc Korea AutoRAG Make Basic Gen Gt
- Implementation:Openai Evals AnthropicSolver
- Implementation:Infiniflow Ragflow Collapse Component
- Implementation:Facebookresearch Habitat lab GuiThrowHelper
- Implementation:Pytorch Serve Metrics API
- Implementation:Datajuicer Data juicer ImageRemoveBackgroundMapper
- Implementation:Vibrantlabsai Ragas EvaluationDataset From List
Heuristics
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
Environments
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Vllm project Vllm Distributed