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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:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Mage ai Mage ai Building a New Source Connector
Principles
- Principle:Triton inference server Server Inference Correctness Testing
- Principle:Helicone Helicone Provider Registration
- Principle:Google deepmind Mujoco Newton Solver
- Principle:Arize ai Phoenix Application Instrumentation
- Principle:Dagster io Dagster External API Orchestration
- Principle:Pyro ppl Pyro Attend Infer Repeat
- Principle:Bitsandbytes foundation Bitsandbytes Global Optimizer Configuration
- Principle:MaterializeInc Materialize Version Bumping
- Principle:NVIDIA TransformerEngine KV Cache Inference
- Principle:Webdriverio Webdriverio BrowserStack Accessibility Testing
Implementations
- Implementation:Mbzuai oryx Awesome LLM Post training Json Normalize Excel Export
- Implementation:Mit han lab Llm awq W8A8OF16LinearDynamicInputScale
- Implementation:Fede1024 Rust rdkafka Roundtrip Latency Example
- Implementation:Microsoft Onnxruntime Torch Onnx Export
- Implementation:LMCache LMCache Load Engine Config With Overrides
- Implementation:Microsoft Agent framework DeepResearch Workflow Definition
- Implementation:Kubeflow Kubeflow Release Announcement Process
- Implementation:Turboderp org Exllamav2 ExLlamaV2MoEMLP
- Implementation:Evidentlyai Evidently CLI Report
- Implementation:Hpcaitech ColossalAI DatasetEvaluator
Heuristics
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Ollama Ollama Quantization Layer Selection
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
Environments
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Apache Beam Java Build Environment
- Environment:Datahub project Datahub Java Build
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Zai org CogVideo SAT Framework Environment