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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:Neuml Txtai Agent Orchestration
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:ArroyoSystems Arroyo Connection Setup
Principles
- Principle:Recommenders team Recommenders Ranking Rating Evaluation
- Principle:Ucbepic Docetl LLM Powered Document Ranking
- Principle:Speechbrain Speechbrain Sound Classification Training
- Principle:Langchain ai Langchain Vector Store Initialization
- Principle:PeterL1n BackgroundMattingV2 Image dataset loading
- Principle:Mlflow Mlflow Trace Assessment
- Principle:Microsoft Autogen Agent Instantiation
- Principle:Anthropics Anthropic sdk python Response Processing
- Principle:OpenRLHF OpenRLHF Ray Cluster Initialization
- Principle:Bentoml BentoML Model Export Import
Implementations
- Implementation:Pyro ppl Pyro ReweightedWakeSleep
- Implementation:Bitsandbytes foundation Bitsandbytes Int8 Vectorwise Quant
- Implementation:Explodinggradients Ragas LlamaIndex Integration
- Implementation:Pyro ppl Pyro GP BayesOpt
- Implementation:Arize ai Phoenix Legacy Classify
- Implementation:Treeverse LakeFS Java SDK Model PullRequest
- Implementation:Speechbrain Speechbrain Prepare AudioMNIST
- Implementation:Haotian liu LLaVA DeepSpeed ZeRO Configuration
- Implementation:Huggingface Datatrove MinhashDedupCluster
- Implementation:ARISE Initiative Robosuite TuneCamera
Heuristics
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
Environments
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Apache Kafka Docker Build Environment
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Roboflow Rf detr ONNX Export Environment