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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:OpenGVLab InternVL Preference Optimization
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Langchain ai Langchain Release Process
Principles
- Principle:CrewAIInc CrewAI Project Scaffolding
- Principle:Cleanlab Cleanlab Label Issue Ordering
- Principle:PrefectHQ Prefect Asset Materialization
- Principle:Microsoft Playwright Verify Expectations with Agent
- Principle:MaterializeInc Materialize Workflow Function Authoring
- Principle:Tensorflow Tfjs Tensor Merging
- Principle:Ray project Ray Cloud Cluster Provisioning
- Principle:Ray project Ray Dependency Compilation
- Principle:Google deepmind Dm control Per Player Observation Design
- Principle:Apache Shardingsphere Configuration Object Conversion
Implementations
- Implementation:Vllm project Vllm SM100 MLA Device
- Implementation:Deepseek ai Janus LlamaForCausalLM Generate
- Implementation:Sktime Pytorch forecasting EncoderDecoderTimeSeriesDataModule
- Implementation:Sgl project Sglang Sgl Function Decorator
- Implementation:Infiniflow Ragflow FileUpload Component
- Implementation:Google deepmind Dm control Observable Base
- Implementation:Ggml org Llama cpp Chat Parser
- Implementation:SeleniumHQ Selenium Closure Json
- Implementation:Pyro ppl Pyro Distribution Utilities
- Implementation:Mage ai Mage ai PostgreSQL Decoders
Heuristics
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
Environments
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:ArroyoSystems Arroyo Python UDF Runtime