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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:SeldonIO Seldon core Model Explainability
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Langchain ai Langchain Release Process
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
Principles
- Principle:Mit han lab Llm awq Per Channel Scaling Search
- Principle:EvolvingLMMs Lab Lmms eval Request Construction
- Principle:Microsoft Playwright Configure AI Agent Provider
- Principle:Farama Foundation Gymnasium Environment Registration
- Principle:Google deepmind Dm control Observable Configuration
- Principle:Langchain ai Langgraph Agent Execution
- Principle:Apache Airflow Monitoring Operations
- Principle:Apache Kafka Topic Configuration Alteration
- Principle:Scikit learn contrib Imbalanced learn Index Balanced Accuracy
- Principle:Apache Airflow Structlog Logging
Implementations
- Implementation:Openai Openai node Realtime Send Session Update
- Implementation:Openai Openai node Stable RealtimeWebSocket
- Implementation:Alibaba MNN FlatBuffers Flatc
- Implementation:Huggingface Datatrove EndpointInferenceServer
- Implementation:Microsoft Playwright Client Dialog
- Implementation:Evidentlyai Evidently Report Init
- Implementation:Mlfoundations Open flamingo Train one epoch
- Implementation:Arize ai Phoenix LLM Base Types
- Implementation:Openai Openai node Examples Lockfile
- Implementation:Explodinggradients Ragas Collections DomainSpecificRubrics Metric
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
Environments
- Environment:Online ml River Build Toolchain
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Neuml Txtai API Server Configuration
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Huggingface Datasets Search Dependencies
- Environment:Vllm project Vllm CUDA