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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:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Apache Kafka Docker Image Release
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Googleapis Python genai Multi Turn Chat
Principles
- Principle:Scikit learn contrib Imbalanced learn Borderline Oversampling
- Principle:Online ml River Dummy Baseline Estimation
- Principle:Zai org CogVideo SAT Training Execution
- Principle:Intel Ipex llm LoRA Adapter Injection
- Principle:Turboderp org Exllamav2 Quantization Sensitivity Measurement
- Principle:Scikit learn contrib Imbalanced learn Sensitivity Specificity Analysis
- Principle:DevExpress Testcafe Configuration Loading
- Principle:Astronomer Astronomer cosmos Dbt Invocation
- Principle:Cleanlab Cleanlab Integrated Label Issue Detection
- Principle:Huggingface Open r1 Model and Tokenizer Loading
Implementations
- Implementation:ArroyoSystems Arroyo State Core
- Implementation:Apache Druid ShowLog
- Implementation:Ucbepic Docetl PipelineSettings
- Implementation:InternLM Lmdeploy Gemm SmemCopy
- Implementation:LMCache LMCache Chunk Statistics Lookup Client
- Implementation:Tensorflow Tfjs MathBackendCPU
- Implementation:OpenHands OpenHands Nested Runtime HTTP Configuration
- Implementation:Risingwavelabs Risingwave StreamChunk
- Implementation:Liu00222 Open Prompt Injection create model
- Implementation:Datajuicer Data juicer Load Formatter
Heuristics
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Alibaba MNN Backend Selection Guide
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
Environments
- Environment:Vllm project Vllm AWS ECR
- Environment:Tensorflow Serving Python Client Environment
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Kserve Kserve Gateway API
- Environment:Truera Trulens OpenAI Provider Environment