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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:Apache Flink Hybrid Source Switching
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Neuml Txtai Semantic Search
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Nautechsystems Nautilus trader Live trading deployment
Principles
- Principle:Ggml org Llama cpp Apple Platform Support
- Principle:Neuml Txtai Benchmark Evaluation
- Principle:FlagOpen FlagEmbedding Search Demo Pipeline
- Principle:Microsoft Semantic kernel Vector Store Collection Setup
- Principle:Openclaw Openclaw Documentation Site Configuration
- Principle:Tensorflow Serving Kubernetes Service Query
- Principle:FlowiseAI Flowise Dependency Management
- Principle:Pyro ppl Pyro Online Statistics
- Principle:Elevenlabs Elevenlabs python Voice Selection
- Principle:Anthropics Anthropic sdk python Final Message Retrieval
Implementations
- Implementation:TobikoData Sqlmesh PlanChangePreview
- Implementation:Alibaba ROLL RLVR Preprocess Dataset
- Implementation:Vibrantlabsai Ragas DynamicFewShotPrompt
- Implementation:Microsoft Semantic kernel InvokePromptAsync
- Implementation:DevExpress Testcafe Runner Run
- Implementation:Hpcaitech ColossalAI ExperienceMaker Base
- Implementation:Ggml org Ggml Cpu weight repack
- Implementation:Tensorflow Serving Servable State Monitor Test
- Implementation:Openai Evals Oaieval Run
- Implementation:Ggml org Ggml Sycl norm
Heuristics
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
Environments
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Sgl project Sglang Triton
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Openai Openai node Node 20 Runtime
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Microsoft Autogen Python Runtime Environment