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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:Danijar Dreamerv3 Train And Evaluate
- Workflow:Groq Groq python Audio Transcription
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Speechbrain Speechbrain CTC ASR Training
Principles
- Principle:Nightwatchjs Nightwatch Cucumber Runner Configuration
- Principle:Apache Flink Congestion Control Rate Limiting
- Principle:Pytorch Serve Streaming Cloud Inference
- Principle:Huggingface Datasets Dataset Split Inspection
- Principle:Kornia Kornia Descriptor Matching
- Principle:Langgenius Dify Observability
- Principle:DistrictDataLabs Yellowbrick Manifold Embedding
- Principle:Promptfoo Promptfoo External Data Source Integration
- Principle:Kubeflow Pipelines Component Definition
- Principle:Mlflow Mlflow Tracking Environment Configuration
Implementations
- Implementation:LaurentMazare Tch rs Policy Gradient
- Implementation:TobikoData Sqlmesh EditorFooter
- Implementation:Truera Trulens SnowflakeConnector Init
- Implementation:FlowiseAI Flowise MainRoutes
- Implementation:CrewAIInc CrewAI Tavily Search Tool
- Implementation:Fastai Fastbook Text Classifier DataLoaders
- Implementation:Open compass VLMEvalKit FlashVL
- Implementation:Spcl Graph of thoughts KeepBestN Operation
- Implementation:Romsto Speculative Decoding Ngram Assisted Speculative Generate
- Implementation:Avhz RustQuant ZeroCouponBond
Heuristics
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
Environments
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Cypress io Cypress Linux Display Server
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:TobikoData Sqlmesh Dbt Compatibility