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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:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Alibaba MNN LLM Deployment Pipeline
Principles
- Principle:DevExpress Testcafe CI Reporter And Artifacts
- Principle:Norrrrrrr lyn WAInjectBench Model Serialization
- Principle:Triton inference server Server Model Configuration
- Principle:DataTalksClub Data engineering zoomcamp Dynamic URL Generation
- Principle:HKUDS AI Trader Price Data Fetching
- Principle:Alibaba ROLL Context Parallel Communication
- Principle:Ggml org Ggml ZenDNN Accelerated Computation
- Principle:ClickHouse ClickHouse DNS Resolution
- Principle:LaurentMazare Tch rs C FFI Bridge
- Principle:Langfuse Langfuse Trace and Observation Event Generation
Implementations
- Implementation:Sgl project Sglang Sampling Kernels
- Implementation:SeldonIO Seldon core Seldon Pipeline CRD Explainer
- Implementation:Zai org CogVideo SAT Requirements Install
- Implementation:Vllm project Vllm Marlin Dequant
- Implementation:Eventual Inc Daft Set Runner Ray
- Implementation:Speechbrain Speechbrain EncoderClassifier Encode Batch
- Implementation:Evidentlyai Evidently Legacy Classification Preset
- Implementation:Helicone Helicone BaseProvider
- Implementation:Haosulab ManiSkill PlacementSamplers
- Implementation:Cohere ai Cohere python TrainingStepMetrics
Heuristics
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Microsoft Agent framework Silent Workflow Failures
Environments
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Vllm project Vllm Intel XPU
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Risingwavelabs Risingwave Docker Deployment Environment