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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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|---|---|---|
| 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:Kubeflow Pipelines Standalone Deployment
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:BerriAI Litellm Response Caching
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
Principles
- Principle:Tensorflow Tfjs Model Compilation
- Principle:Openai Openai node Realtime Conversation Interaction
- Principle:Promptfoo Promptfoo Provider Interface
- Principle:Online ml River Bandit Evaluation
- Principle:Facebookresearch Habitat lab Rollout Collection and Training
- Principle:Langchain ai Langgraph Node Registration
- Principle:Eventual Inc Daft Parquet Writing
- Principle:Ggml org Llama cpp RecurrentMemory
- Principle:Predibase Lorax Chat Template Rendering
- Principle:AUTOMATIC1111 Stable diffusion webui Seed Reproducibility
Implementations
- Implementation:Duckdb Duckdb Extension Promote Nightly
- Implementation:Mlflow Mlflow Register Prompt
- Implementation:Openclaw Openclaw LoadOpenClawPlugins
- Implementation:Microsoft Onnxruntime CUDA SliceGrad
- Implementation:Treeverse LakeFS Java SDK Model CredentialsWithSecret
- Implementation:Alibaba MNN Protobuf Reflection H
- Implementation:Openai Openai python Image Generate Params
- Implementation:Mit han lab Llm awq NVILAStreamGenerator
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda CSV Producer
- Implementation:Microsoft Playwright DevtoolsController
Heuristics
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
Environments
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Mage ai Mage ai Python 3 9 Runtime