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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:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Iterative Dvc Data Tracking
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Mlflow Mlflow Model Logging and Registry
Principles
- Principle:Ggml org Llama cpp Model Download
- Principle:Astronomer Astronomer cosmos Watcher Producer Consumer Execution
- Principle:Huggingface Optimum Transformation Composition
- Principle:Huggingface Datasets JSON Export
- Principle:Alibaba MNN Winograd Kernel Codegen
- Principle:Openai Evals Chain of Thought Prompting
- Principle:Langfuse Langfuse Dataset Item Processing
- Principle:LaurentMazare Tch rs Tensor Iteration
- Principle:Iamhankai Forest of Thought Majority Vote Consensus
- Principle:ARISE Initiative Robosuite Omniverse Rendering
Implementations
- Implementation:Isaac sim IsaacGymEnvs ReplayBuffer
- Implementation:Infiniflow Ragflow QueryBase
- Implementation:BerriAI Litellm Responses Utils
- Implementation:Ggml org Llama cpp Mtmd Tokenize And Encode
- Implementation:Apache Paimon DataWriter
- Implementation:Apache Airflow Stats Singleton
- Implementation:Teamcapybara Capybara Spec Shared Selenium Session
- Implementation:Arize ai Phoenix ToolResponseHandlingEvaluator
- Implementation:Apache Flink AsyncDynamicTableSinkFactory
- Implementation:Interpretml Interpret PseudoHuberRegressionObjective
Heuristics
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
Environments
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Sgl project Sglang Multimodal
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:FlowiseAI Flowise Docker Environment