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Total Pages
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:Open compass VLMEvalKit API Model Evaluation
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Helicone Helicone Integrate Provider To Gateway
Principles
- Principle:Snorkel team Snorkel Multitask Classifier Construction
- Principle:Triton inference server Server SageMaker Integration
- Principle:Unslothai Unsloth Hub Upload
- Principle:Ggml org Ggml Image IO
- Principle:ARISE Initiative Robosuite Camera Projection Utilities
- Principle:Puppeteer Puppeteer JavaScript Object Handling
- Principle:NVIDIA NeMo Aligner SteerLM Training
- Principle:Huggingface Datatrove Exact Deduplication
- Principle:Pyro ppl Pyro Full Rank Variational Inference
- Principle:Pytorch Serve Distributed Worker
Implementations
- Implementation:Open compass VLMEvalKit MMHelix WordLadder Eval
- Implementation:SeldonIO Seldon core Seldon Model CRD Explainer Deploy
- Implementation:Vllm project Vllm Connections
- Implementation:Webdriverio Webdriverio SpecReporter Utils
- Implementation:Duckdb Duckdb Brotli Decoder
- Implementation:Open compass VLMEvalKit QSpatial Utils
- Implementation:Online ml River Time Series HoltWinters
- Implementation:Infiniflow Ragflow ReparseDialog Component
- Implementation:Google deepmind Mujoco Engine Util Solve Header
- Implementation:Openai Openai node Node ESM Web Lockfile
Heuristics
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
Environments
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Truera Trulens Python Core Environment
- Environment:Sgl project Sglang Distributed
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Predibase Lorax Model Source Credentials
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Alibaba MNN Python Export Environment