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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:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Openai Openai python Realtime Conversation
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Huggingface Diffusers DreamBooth Personalization
Principles
- Principle:Apache Beam Computation Configuration
- Principle:Shiyu coder Kronos Prediction Visualization
- Principle:Vllm project Vllm Output Validation
- Principle:Apache Druid Explore State Management
- Principle:Ollama Ollama GGUF Model Conversion GptOss
- Principle:OpenHands OpenHands Distributed State Management
- Principle:DevExpress Testcafe Test Run Error Taxonomy
- Principle:DistrictDataLabs Yellowbrick Residual Analysis
- Principle:Gretelai Gretel synthetics Conditional Data Sampling
- Principle:Predibase Lorax Chat Adapter Routing
Implementations
- Implementation:Langfuse Langfuse API Blob Storage Schema
- Implementation:Microsoft DeepSpeedExamples Domino Training
- Implementation:Langchain ai Langchain ToolsIntegrationTests
- Implementation:Duckdb Duckdb Miniz Compression
- Implementation:TobikoData Sqlmesh Context Plan For Environment
- Implementation:Google deepmind Mujoco JAX Experimental Custom Call
- Implementation:Microsoft Semantic kernel MessagesPlugin OpenAPI
- Implementation:Online ml River Optim AMSGrad
- Implementation:Openai Openai node Translations Create
- Implementation:DataTalksClub Data engineering zoomcamp Kestra PostgreSQL CopyIn
Heuristics
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
Environments
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Lucidrains X transformers Python Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Intel Ipex llm Build Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:InternLM Lmdeploy Build From Source