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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:Mistralai Client python Streaming Chat Completion
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Intel Ipex llm LoRA Finetuning
Principles
- Principle:Duckdb Duckdb Executable Building
- Principle:Scikit learn contrib Imbalanced learn NearMiss Under Sampling
- Principle:Kubeflow Pipelines Kustomize Resource Application
- Principle:Bentoml BentoML Model Versioning
- Principle:AUTOMATIC1111 Stable diffusion webui Weight interpolation methods
- Principle:Huggingface Diffusers DreamBooth Dataset
- Principle:Apache Druid Supervisor Operational Management
- Principle:Kubeflow Kubeflow Release Tagging
- Principle:Ollama Ollama HardwareDiscovery
- Principle:Microsoft Agent framework Agent Execution
Implementations
- Implementation:Teamcapybara Capybara GetAttribute Atom
- Implementation:Facebookresearch Audiocraft InfoAudioDataset
- Implementation:Run llama Llama index FinetuningHandler Event Capture
- Implementation:Confident ai Deepeval EvaluationDataset
- Implementation:Dagster io Dagster DagsterDbtTranslator API
- Implementation:Ray project Ray ActorHandle Kill
- Implementation:FlowiseAI Flowise WorkspaceSwitcher
- Implementation:FlowiseAI Flowise AssistantDialog
- Implementation:NVIDIA DALI EfficientDet Dataloader
- Implementation:NVIDIA TransformerEngine Ops UB Forward Linear
Heuristics
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Openai Evals Thread Tuning
Environments
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:HKUDS AI Trader Browser Runtime
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:LMCache LMCache NIXL Transfer Library