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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 Datasets Dataset Loading and Exploration
- Workflow:Openai Openai node Function Calling
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Mistralai Client python Function Calling
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Pyro ppl Pyro VAE Training
Principles
- Principle:Helicone Helicone Plan Upgrade
- Principle:Ollama Ollama OpenAI Request Translation
- Principle:Risingwavelabs Risingwave CDC Connector Service
- Principle:Huggingface Datasets Cache Dataset Building
- Principle:Triton inference server Server Jetson Edge Deployment
- Principle:Vllm project Vllm Speculative Method Selection
- Principle:OpenGVLab InternVL Vision Language Projection
- Principle:Deepseek ai Janus Model and Processor Loading
- Principle:Langgenius Dify Dynamic Import Pattern
- Principle:Zai org CogVideo Video Frame Extraction
Implementations
- Implementation:FlowiseAI Flowise SuggestionOption
- Implementation:Mlc ai Web llm Package Lock
- Implementation:Neuml Txtai Graph Query
- Implementation:CARLA simulator Carla BlueprintLibrary Filter
- Implementation:Ucbepic Docetl HealthQuotesExplorer
- Implementation:Online ml River FeatureExtraction PolynomialExtender
- Implementation:NVIDIA DALI EfficientNet Model
- Implementation:Pyro ppl Pyro Pyro Module Primitive
- Implementation:NVIDIA TransformerEngine Normalization Common Header
- Implementation:Datajuicer Data juicer LLMTaskRelevanceFilter
Heuristics
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Lance format Lance Vector Index Tuning
Environments
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Intel Ipex llm Portable Environment
- Environment:Bentoml BentoML Python Runtime