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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:Huggingface Datatrove Common Crawl Processing
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Iterative Dvc Data Tracking
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
Principles
- Principle:Shiyu coder Kronos Prediction Result Persistence
- Principle:Kserve Kserve Controller Deployment
- Principle:ARISE Initiative Robosuite MJCF XML Manipulation
- Principle:Microsoft Playwright Add Assertions
- Principle:Huggingface Diffusers LoRA Adapter Injection
- Principle:Sktime Pytorch forecasting Learning Rate Finding
- Principle:ARISE Initiative Robosuite Domain Randomization Wrapping
- Principle:PrefectHQ Prefect Frontend Application Configuration
- Principle:Webdriverio Webdriverio Performance Optimization
- Principle:FlowiseAI Flowise Credential Management
Implementations
- Implementation:Risingwavelabs Risingwave Streaming API Functions
- Implementation:ArroyoSystems Arroyo Udaf Wrapper
- Implementation:Microsoft Playwright Page Agent
- Implementation:LaurentMazare Tch rs DDPG Agent
- Implementation:Rapidsai Cuml IncrementalPCA
- Implementation:Open compass VLMEvalKit QBench Video
- Implementation:ARISE Initiative Robosuite OperationalSpaceController
- Implementation:Microsoft Playwright FileUtils
- Implementation:Apache Spark Dev NPM Lock
- Implementation:Mlflow Mlflow ML Package Versions Data
Heuristics
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Openai Evals Model Graded Eval Design
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Huggingface Diffusers Attention Backends
- Environment:Sgl project Sglang Performance Dashboard
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Openai Whisper Triton
- Environment:Iterative Dvc Git SCM Environment