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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:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:MarketSquare Robotframework browser API Testing via Browser
Principles
- Principle:Anthropics Anthropic sdk python Stream Context Manager Setup
- Principle:Langchain ai Langgraph Graph Module Definition
- Principle:Huggingface Transformers Adapter Injection
- Principle:Deepspeedai DeepSpeed Pipeline Training Schedule
- Principle:Datahub project Datahub Event Filtering
- Principle:Huggingface Datasets Arrow File Reading
- Principle:Rapidsai Cuml Cluster Model Fitting
- Principle:EvolvingLMMs Lab Lmms eval Job Submission
- Principle:ArroyoSystems Arroyo Execution Engine
- Principle:Speechbrain Speechbrain LibriTTS Data Preparation
Implementations
- Implementation:Microsoft Onnxruntime OrtSession
- Implementation:NVIDIA TransformerEngine TE LayerNormMLP
- Implementation:Teamcapybara Capybara WhitespaceNormalizer
- Implementation:DevExpress Testcafe CommandFormatter
- Implementation:TobikoData Sqlmesh API Environments
- Implementation:Risingwavelabs Risingwave MetaClient
- Implementation:Vllm project Vllm Prometheus Metrics Endpoint
- Implementation:Eventual Inc Daft Daft Func Batch
- Implementation:Roboflow Rf detr RFDETR Predict
- Implementation:DataExpert io Data engineer handbook Pg restore Init Script
Heuristics
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
Environments
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Sgl project Sglang ROCm
- Environment:Mistralai Client python Agents Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Interpretml Interpret Blackbox Explainer Dependencies