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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:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
Principles
- Principle:Scikit learn contrib Imbalanced learn Sampler Aware Pipeline
- Principle:OpenRLHF OpenRLHF Sequence Regression Model Loading
- Principle:Tencent Ncnn Vulkan Build Configuration
- Principle:Ggml org Ggml Vectorized Math Operations
- Principle:Iterative Dvc Data Structure Utilities
- Principle:Heibaiying BigData Notes HBase Table Creation
- Principle:LLMBook zh LLMBook zh github io SFT Model Loading
- Principle:Dagster io Dagster Rate Limiting Strategy
- Principle:Gretelai Gretel synthetics WGAN GP Training
- Principle:Interpretml Interpret Local Explanation Generation
Implementations
- Implementation:Apache Paimon DlfProvider
- Implementation:Mlc ai Web llm Embedding Model Config
- Implementation:Ollama Ollama MLXRunner Cache
- Implementation:Langfuse Langfuse NormalizeInputOutput
- Implementation:Tencent Ncnn RFCN Example
- Implementation:Rapidsai Cuml Genetic Node
- Implementation:Open compass VLMEvalKit CCOCR OCR Evaluator
- Implementation:Haifengl Smile Streaming Prediction API
- Implementation:Pyro ppl Pyro IndepMessenger
- Implementation:Recommenders team Recommenders A2SVD Model
Heuristics
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
Environments
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Fastai Fastbook Sklearn Environment
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment