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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:MaterializeInc Materialize dbt Integration
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Getgauge Taiko Form Interaction Testing
Principles
- Principle:Facebookresearch Audiocraft Flow Matching Generation
- Principle:Langgenius Dify Zustand State Management
- Principle:Kserve Kserve Model Packaging
- Principle:PacktPublishing LLM Engineers Handbook Evaluation Results Aggregation
- Principle:Ggml org Llama cpp HashingUtilities
- Principle:Apache Dolphinscheduler Client Connection Pattern
- Principle:Rapidsai Cuml Dimensionality Reduction Algorithm Selection
- Principle:Apache Paimon Schema Alignment
- Principle:Alibaba ROLL Environment Management
- Principle:Truera Trulens LangChain App Wrapping
Implementations
- Implementation:Microsoft Playwright Server Selectors
- Implementation:Farama Foundation Gymnasium HumanoidStandupEnv V4
- Implementation:Langfuse Langfuse PNPM Lockfile
- Implementation:SeleniumHQ Selenium Closure Structs Map
- Implementation:Ucbepic Docetl BaseSchemas
- Implementation:Arize ai Phoenix Legacy Evaluators
- Implementation:Kserve Kserve DeepSeek R1 PD DeepEP HT Sample
- Implementation:Heibaiying BigData Notes ConsumerRebalanceListener Usage
- Implementation:Sgl project Sglang Common Extension Registration
- Implementation:NVIDIA NeMo Curator CommonCrawlDownloadExtractStage
Heuristics
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Protectai Llm guard API Server Deployment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Mistralai Client python Agents Environment