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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:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Huggingface Optimum Model Export
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Wandb Weave SDK Release
- Workflow:Onnx Onnx External Data Handling
Principles
- Principle:Eric mitchell Direct preference optimization Evaluation And Sampling
- Principle:LaurentMazare Tch rs NumPy Format IO
- Principle:Heibaiying BigData Notes HBase Data Deletion
- Principle:Farama Foundation Gymnasium Space Abstraction
- Principle:Snorkel team Snorkel Slice Aware Data Preparation
- Principle:Run llama Llama index Text Chunking
- Principle:Heibaiying BigData Notes Kafka Consumer Configuration
- Principle:Norrrrrrr lyn WAInjectBench Validation Checkpoint Selection
- Principle:Mit han lab Llm awq Streaming Text Generation
- Principle:FlowiseAI Flowise Variable Management
Implementations
- Implementation:Allenai Open instruct Get Cached Dataset Tulu
- Implementation:Infiniflow Ragflow TemplateSidebar Component
- Implementation:Scikit learn Scikit learn ClassicalMDS
- Implementation:Speechbrain Speechbrain Prepare RescueSpeech Root
- Implementation:Ucbepic Docetl OperationHelpButton
- Implementation:NVIDIA NeMo Curator IDGenerator
- Implementation:Mlc ai Web llm Chrome Tabs Connect
- Implementation:Mlc ai Mlc llm Threaded Engine
- Implementation:Ollama Ollama Convert Olmo
- Implementation:Pyro ppl Pyro TensorUtils
Heuristics
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Alibaba ROLL Reward Clipping Normalization
Environments
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Ucbepic Docetl Python Runtime
- Environment:Apache Paimon Optional Extensions
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Iamhankai Forest of Thought OpenAI API Credentials