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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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|---|---|---|
| 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:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Langchain ai Langchain Release Process
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
Principles
- Principle:Heibaiying BigData Notes Flink External Sink
- Principle:Alibaba MNN Model Format Conversion
- Principle:Apache Hudi Result Delivery
- Principle:Langchain ai Langgraph Runtime Context
- Principle:Spotify Luigi URI Target Resolution
- Principle:Bentoml BentoML Container Image Building
- Principle:Apache Kafka JIRA Reference Standardization
- Principle:Ollama Ollama GGUF Model Conversion DeepSeekOcr
- Principle:Haifengl Smile File Data Loading
- Principle:Ray project Ray Cross Language Task Submission
Implementations
- Implementation:Huggingface Datatrove TokensCounter
- Implementation:LMCache LMCache Distributed API
- Implementation:Togethercomputer Together python Rerank Create
- Implementation:Risingwavelabs Risingwave DynMethods
- Implementation:Microsoft Autogen Studio Builder Nodes
- Implementation:SeleniumHQ Selenium Closure EventHandler
- Implementation:MaterializeInc Materialize Helm Operator Values
- Implementation:Confident ai Deepeval AnswerRelevancyMetric
- Implementation:OpenRLHF OpenRLHF DPOLoss
- Implementation:Huggingface Trl RewardTrainer Prepare Dataset
Heuristics
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
Environments
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Vllm project Vllm Benchmarks
- Environment:Apache Airflow Docker Container Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:CarperAI Trlx NeMo Megatron
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment