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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:TobikoData Sqlmesh Github CICD automation
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Princeton nlp Tree of thought llm Adding new task
Principles
- Principle:Hpcaitech ColossalAI Retrieval Augmented QA
- Principle:Apache Dolphinscheduler Failover Process Initiation
- Principle:Rapidsai Cuml Classification Evaluation
- Principle:Risingwavelabs Risingwave Iceberg Catalog Operations
- Principle:Scikit learn contrib Imbalanced learn Geometric Mean Evaluation
- Principle:Iterative Dvc Experiment Apply Or Discard
- Principle:Apache Spark Release Finalization
- Principle:Pyro ppl Pyro Mixture Models
- Principle:Pytorch Serve Documentation Generation
- Principle:Huggingface Peft Prefix Tuning
Implementations
- Implementation:Openai Openai agents python Runner Run Streamed
- Implementation:Microsoft Onnxruntime CPU SummaryOps
- Implementation:OpenBMB UltraFeedback Principle Selection
- Implementation:Online ml River Tree HoeffdingAdaptiveTreeRegressor
- Implementation:Sdv dev SDV Get Column Pair Plot
- Implementation:Haosulab ManiSkill Humanoid
- Implementation:Mlflow Mlflow Docker Compose Deployment
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval MSC
- Implementation:Online ml River Bandit Evaluate
- Implementation:Online ml River Metrics SMAPE
Heuristics
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Mistralai Client python Stream File Uploads
Environments
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Ollama Ollama GPU Runtime
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Intel Ipex llm Build Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials