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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:Iterative Dvc Pipeline Reproduction
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
Principles
- Principle:Deepset ai Haystack Document Writing
- Principle:Ggml org Ggml Optimizer Configuration
- Principle:MaterializeInc Materialize Check Lifecycle
- Principle:Trailofbits Fickling Analysis Result Serialization
- Principle:Microsoft BIPIA Clean Response Collection
- Principle:LLMBook zh LLMBook zh github io Low Rank Adaptation
- Principle:Mbzuai oryx Awesome LLM Post training Seed Paper Search
- Principle:Tensorflow Serving JSON Request Formatting
- Principle:SqueezeAILab ETS Score Aggregation
- Principle:LaurentMazare Tch rs C FFI Bridge
Implementations
- Implementation:Open compass VLMEvalKit Kosmos2
- Implementation:Mlc ai Mlc llm Param Mapping
- Implementation:Evidentlyai Evidently Legacy Collector App
- Implementation:NVIDIA TransformerEngine PyTorch Ext Activation
- Implementation:Microsoft LoRA NLU Environment Setup Script
- Implementation:Apache Paimon ConfigOption Python
- Implementation:Ollama Ollama Server Aliases
- Implementation:Dotnet Machinelearning Text Featurization Pipeline
- Implementation:Deepspeedai DeepSpeed AutoTP Replace
- Implementation:Apache Hudi Docker Prerequisites Verification
Heuristics
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
Environments
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Vllm project Vllm Intel XPU
- Environment:Cypress io Cypress Browser Requirements
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Mlc ai Mlc llm WebGPU Browser Environment