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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:Huggingface Trl Supervised Finetuning
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
Principles
- Principle:Deepseek ai Janus Prompt Formatting for Flow Generation
- Principle:Allenai Open instruct Training Arguments Configuration
- Principle:Vespa engine Vespa Subscription Registration
- Principle:Obss Sahi COCO FiftyOne Visualization
- Principle:Webdriverio Webdriverio Test Framework Integration
- Principle:Groq Groq python Audio File Preparation
- Principle:Duckdb Duckdb Snappy Compression
- Principle:OpenRLHF OpenRLHF KTO Training
- Principle:Puppeteer Puppeteer Accessibility Tree Inspection
- Principle:Kubeflow Pipelines Training Data Preparation
Implementations
- Implementation:PrefectHQ Prefect Pyproject Configuration
- Implementation:Microsoft DeepSpeedExamples Domino Pretrain GPT
- Implementation:Google deepmind Dm control Viewer Launch For Manipulation
- Implementation:Scikit learn Scikit learn Bunch
- Implementation:Unstructured IO Unstructured Measure Execution Time
- Implementation:FlagOpen FlagEmbedding Add Reranker Score Script
- Implementation:Onnx Onnx Gen Doc
- Implementation:Onnx Onnx ReferenceEvaluator Run
- Implementation:Farama Foundation Gymnasium Discrete Space
- Implementation:Togethercomputer Together python Images Generate
Heuristics
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
Environments
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Sgl project Sglang Web
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime