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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:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Openai Openai node Fine Tuning
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Wandb Weave SDK Release
- Workflow:Pytorch Serve Model Deployment
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Deepspeedai DeepSpeed AutoTP Training
Principles
- Principle:Apache Spark Container Image Build
- Principle:Microsoft LoRA NLG Evaluation Metrics
- Principle:Lm sys FastChat Elo Rating Analysis
- Principle:Obss Sahi Model Weight Download
- Principle:Eventual Inc Daft UDF Metrics
- Principle:Tensorflow Tfjs Activation Functions
- Principle:Cleanlab Cleanlab Label Issue Filtering
- Principle:Norrrrrrr lyn WAInjectBench Model Serialization
- Principle:ArroyoSystems Arroyo Connection Profile Management
- Principle:Microsoft Agent framework Agent Specialization
Implementations
- Implementation:Facebookresearch Habitat lab LabDriver init
- Implementation:Risingwavelabs Risingwave Ad CTR Generator
- Implementation:CARLA simulator Carla WalkerAIController Class
- Implementation:Bigscience workshop Petals ModuleContainer Create
- Implementation:Apache Beam Pipeline Create
- Implementation:Treeverse LakeFS Java SDK Model ImportCreation
- Implementation:PrefectHQ Prefect Pyproject Configuration
- Implementation:Treeverse LakeFS Java SDK OpenAPI Spec
- Implementation:Huggingface Trl AutoModelForSequenceClassification From Pretrained
- Implementation:Googleapis Python genai Sphinx SearchTools
Heuristics
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
Environments
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Cypress io Cypress Browser Requirements
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Lance format Lance Rust Toolchain
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Run llama Llama index Python LlamaIndex Core