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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 TransformerEngine Accelerate HF Gemma With TE
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Wandb Weave Tracing Setup
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Apache Beam Dataflow Streaming Execution
Principles
- Principle:Pyro ppl Pyro Algebraic Semirings
- Principle:Elevenlabs Elevenlabs python Transcript Event Handling
- Principle:Facebookresearch Audiocraft Training Environment Configuration
- Principle:TobikoData Sqlmesh PR Environment Creation
- Principle:Webdriverio Webdriverio HTTP Transport
- Principle:Huggingface Datatrove Exact Deduplication
- Principle:PacktPublishing LLM Engineers Handbook Pipeline Reporting
- Principle:Facebookresearch Audiocraft Latent Decoding and Audio Output
- Principle:Apache Kafka Partition Load Scheduling
- Principle:Ray project Ray CI Pipeline Configuration
Implementations
- Implementation:Microsoft Semantic kernel Collection SearchAsync
- Implementation:Vespa engine Vespa Bootstrap And Java Sh
- Implementation:SeleniumHQ Selenium Closure UI ControlRenderer
- Implementation:Open compass VLMEvalKit Parrot
- Implementation:Microsoft Playwright CrCoverage
- Implementation:Online ml River Ensemble EWARegressor
- Implementation:Groq Groq python Embeddings Create
- Implementation:Microsoft Playwright LocalUtils
- Implementation:Togethercomputer Together python Images Generate
- Implementation:FlowiseAI Flowise EditUserDialog
Heuristics
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
Environments
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Tensorflow Tfjs Python Converter
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Huggingface Optimum Python Core Dependencies