Main Page
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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:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Apache Druid SQL Query Execution
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:LaurentMazare Tch rs MNIST Training
Principles
- Principle:Apache Beam Computation Configuration
- Principle:Huggingface Datatrove Media Writing Framework
- Principle:NVIDIA DALI Operator Schema Registration
- Principle:Scikit learn contrib Imbalanced learn Instance Hardness Thresholding
- Principle:Scikit learn Scikit learn Ensemble Training
- Principle:Ray project Ray Docker Image Building
- Principle:Volcengine Verl SFT Data Preparation
- Principle:Mlflow Mlflow Trace Assessment
- Principle:Lucidrains X transformers Variational Latent Language Modeling
- Principle:Online ml River Non Stationary Stream Loading
Implementations
- Implementation:Tensorflow Serving Caching Manager Test
- Implementation:ArroyoSystems Arroyo Nexmark Operator
- Implementation:Explodinggradients Ragas Loss Classes
- Implementation:Ggml org Ggml Webgpu shader lib
- Implementation:Alibaba ROLL SFT Get Encode Function
- Implementation:InternLM Lmdeploy Core ArrayOps
- Implementation:Open compass VLMEvalKit OlympiadBench Utils
- Implementation:NVIDIA NeMo Curator ArXiv Extractor
- Implementation:Unstructured IO Unstructured Measure Execution Time
- Implementation:Spotify Luigi HadoopJobRunner
Heuristics
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
Environments
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Spotify Luigi Apache Spark
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Mistralai Client python Python SDK Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Getgauge Taiko Chromium Browser