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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:Mlc ai Mlc llm Mobile Deployment
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Lance format Lance Table Optimization
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Apache Kafka Topic Management
Principles
- Principle:Heibaiying BigData Notes Storm Spout Implementation
- Principle:OpenRLHF OpenRLHF Model Checkpointing
- Principle:Puppeteer Puppeteer Cross Browser Configuration
- Principle:Huggingface Optimum Activation Capture via Hooks
- Principle:Apache Kafka Remote Push
- Principle:Sail sg LongSpec Prompt Formatting
- Principle:SeldonIO Seldon core Pipeline Topology Definition
- Principle:Huggingface Diffusers Weight Mapping
- Principle:MarketSquare Robotframework browser HTTP Request Execution
- Principle:SqueezeAILab ETS Policy Model Serving
Implementations
- Implementation:ArroyoSystems Arroyo Checkpoint Trigger
- Implementation:Ggml org Ggml Cpu vec ops
- Implementation:Lm sys FastChat Filter Bad Conv Arena33k
- Implementation:Protectai Llm guard Create app
- Implementation:Microsoft Playwright Client Platform
- Implementation:BerriAI Litellm PostHog Logger
- Implementation:CrewAIInc CrewAI Patronus Local Evaluator Tool
- Implementation:OpenRLHF OpenRLHF ProcessRewardModelTrainer
- Implementation:Scikit learn Scikit learn MulticlassUtils
- Implementation:Open compass VLMEvalKit TamperBench Utils
Heuristics
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
Environments
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Sail sg LongSpec Training Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment