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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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Browse by Category
| 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:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Openai Openai node Function Calling
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
Principles
- Principle:LMCache LMCache Prefill Decode Configuration
- Principle:Interpretml Interpret Data Exploration
- Principle:Helicone Helicone Cost Computation
- Principle:Ggml org Llama cpp Model Management
- Principle:Heibaiying BigData Notes Kafka Producer Configuration
- Principle:TA Lib Ta lib python Candlestick Pattern Detection
- Principle:FlagOpen FlagEmbedding Auto Reranker Loading
- Principle:Risingwavelabs Risingwave External Query Engine Integration
- Principle:HKUDS AI Trader LLM Invocation
- Principle:InternLM Lmdeploy Pipeline Initialization
Implementations
- Implementation:Langfuse Langfuse CreateEvalJobs
- Implementation:Sgl project Sglang CUTLASS Epilogue Scale
- Implementation:Treeverse LakeFS PrepareGarbageCollectionCommits
- Implementation:Vibrantlabsai Ragas OCIGenAIWrapper
- Implementation:Vespa engine Vespa Bootstrap Cmake Sh
- Implementation:Puppeteer Puppeteer Cdp Input
- Implementation:Lance format Lance MiniBlockCompressor
- Implementation:Ucbepic Docetl NamespaceDialog
- Implementation:Scikit learn Scikit learn Exceptions
- Implementation:Mage ai Mage ai Teradata Source
Heuristics
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
Environments
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Sgl project Sglang CPU Runtime
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Datahub project Datahub Docker Runtime