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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:Shiyu coder Kronos CSV Finetuning
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Onnx Onnx Model Composition
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Avhz RustQuant Analytic Option Pricing
Principles
- Principle:Promptfoo Promptfoo Environment Configuration
- Principle:Googleapis Python genai Image Result Processing
- Principle:Volcengine Verl Multimodal Rollout Generation
- Principle:Huggingface Datasets Deprecation Management
- Principle:Marker Inc Korea AutoRAG Document Parsing
- Principle:Axolotl ai cloud Axolotl Dataset Preparation
- Principle:ARISE Initiative Robosuite Controller Configuration
- Principle:Google deepmind Mujoco Sleep System
- Principle:Huggingface Datatrove Bloom Filter Deduplication
- Principle:Webdriverio Webdriverio Appium Service Lifecycle
Implementations
- Implementation:Datahub project Datahub Datahub Ingest Dry Run
- Implementation:Lance format Lance CompressionConfig
- Implementation:Apache Druid ExecutionSummaryPanel
- Implementation:Openai Openai python Chat Completion Message Param
- Implementation:ClickHouse ClickHouse Decimal
- Implementation:Anthropics Anthropic sdk python BetaRawContentBlockStartEvent
- Implementation:Triton inference server Server L0 Model Namespacing Test
- Implementation:Onnx Onnx Net Drawer
- Implementation:Triton inference server Server L0 Http Test
- Implementation:InternLM Lmdeploy Generation
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
Environments
- Environment:Arize ai Phoenix Python Runtime
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Sgl project Sglang GitHub Actions
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Intel Ipex llm XPU Serving Environment