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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:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Intel Ipex llm Pipeline Parallel Inference
Principles
- Principle:Hpcaitech ColossalAI Distributed Model Inference
- Principle:Webdriverio Webdriverio Browser Runner Configuration
- Principle:Mlc ai Web llm Web Worker Engine Proxy
- Principle:Spotify Luigi Spark Configuration
- Principle:Online ml River Bandit Environments
- Principle:AUTOMATIC1111 Stable diffusion webui Merge output options
- Principle:Scikit learn contrib Imbalanced learn Instance Hardness Thresholding
- Principle:FMInference FlexLLMGen Model Weight Downloading
- Principle:ContextualAI HALOs AlpacaEval Benchmarking
- Principle:ArroyoSystems Arroyo UDF Authoring
Implementations
- Implementation:Huggingface Datasets DatasetDict
- Implementation:Openai Openai node Chat Resource
- Implementation:SeleniumHQ Selenium ModuleGenerator
- Implementation:Neuml Txtai Llama Vectors
- Implementation:Run llama Llama index Eval Utils
- Implementation:BerriAI Litellm Policy Templates Backup
- Implementation:ClickHouse ClickHouse Poco HTTPDigestCredentials
- Implementation:Neuml Txtai HNSW ANN
- Implementation:Mlc ai Mlc llm Mlc package config
- Implementation:OpenHands OpenHands GithubManager Receive Message
Heuristics
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Apache Kafka Log4j Migration Compatibility
Environments
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Getgauge Taiko Node Runtime
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment