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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:Bentoml BentoML Model Store Management
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Huggingface Optimum Model Export
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Predibase Lorax Server Deployment
Principles
- Principle:Getgauge Taiko Type Safety
- Principle:Ggml org Ggml Graph Computation Execution
- Principle:Pola rs Polars Streaming Sink Execution
- Principle:Mistralai Client python Function Dispatch
- Principle:ARISE Initiative Robosuite Omniverse Rendering
- Principle:Turboderp org Exllamav2 Benchmark Evaluation
- Principle:Microsoft Playwright Open Trace Viewer
- Principle:Ggml org Ggml Graph Memory Allocation
- Principle:NVIDIA NeMo Aligner Reward Model Serving
- Principle:Langchain ai Langgraph Error Handling
Implementations
- Implementation:Langchain ai Langchain Chroma Constructor
- Implementation:Lm sys FastChat Show Result
- Implementation:Apache Paimon Partition
- Implementation:Ollama Ollama Imagegen Qwen3 TextEncoder
- Implementation:Microsoft Onnxruntime JsPackageLock
- Implementation:Langchain ai Langgraph SyncAsyncFuture Result
- Implementation:Cleanlab Cleanlab Multilabel Issue Manager
- Implementation:Spotify Luigi ScaldingJobTask
- Implementation:EvolvingLMMs Lab Lmms eval Regression Testing
- Implementation:Open compass VLMEvalKit TDBench Utils
Heuristics
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Microsoft Agent framework Function Invocation Defaults
Environments
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Predibase Lorax Model Source Credentials
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Google research Deduplicate text datasets Python TFDS Environment