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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:Openai Openai node Audio Processing
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Openai CLIP Prompt engineered classification
Principles
- Principle:Explodinggradients Ragas Topic Adherence Evaluation
- Principle:Allenai Open instruct Distributed Policy Training
- Principle:Helicone Helicone Proxy Interception
- Principle:Cohere ai Cohere python Semantic Reranking
- Principle:Webdriverio Webdriverio Cloud Capabilities Definition
- Principle:Apache Paimon Schema Definition and Table Creation
- Principle:Apache Paimon Lance Predicate Pushdown
- Principle:Langchain ai Langgraph Server Authentication
- Principle:Scikit learn Scikit learn KFold Splitting
- Principle:NVIDIA TransformerEngine TE Model Initialization
Implementations
- Implementation:SeleniumHQ Selenium WebDriverException
- Implementation:Datajuicer Data juicer VideoAestheticsFilter
- Implementation:Axolotl ai cloud Axolotl Setup Reference Model
- Implementation:Vibrantlabsai Ragas AnswerRelevancyV2
- Implementation:FlowiseAI Flowise AsyncDropdown
- Implementation:Risingwavelabs Risingwave SnowflakeDialect
- Implementation:LMCache LMCache Distributed Eviction
- Implementation:DevExpress Testcafe BrowserProviderPool GetBrowserInfo
- Implementation:CARLA simulator Carla Client Show Recorder Collisions
- Implementation:Google deepmind Dm control Variation Deterministic
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
Environments
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:Langfuse Langfuse S3 Compatible Storage