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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:Ggml org Llama cpp Multimodal Inference
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Princeton nlp SimPO SimPO Training
Principles
- Principle:CARLA simulator Carla Python API Build
- Principle:Datahub project Datahub Lineage Emission
- Principle:Axolotl ai cloud Axolotl Tokenizer Configuration
- Principle:Openai Openai python Structured Output Definition
- Principle:NVIDIA NeMo Curator Pairwise Similarity Computation
- Principle:Onnx Onnx Model Serialization
- Principle:VainF Torch Pruning Model Complexity Profiling
- Principle:CARLA simulator Carla Walker AI Control
- Principle:Huggingface Datasets Column Removal
- Principle:Cleanlab Cleanlab Datalab Regression Label Issue Detection
Implementations
- Implementation:Run llama Llama index Tool Calling
- Implementation:Diagram of thought Diagram of thought Graphviz DAG Visualization
- Implementation:Run llama Llama index BatchEvalRunner Evaluate Queries
- Implementation:Mage ai Mage ai Buildkite ECS Deploy
- Implementation:ARISE Initiative Robosuite WheeledRobot
- Implementation:Treeverse LakeFS RunSparkSubmit
- Implementation:Pyro ppl Pyro SV DKL
- Implementation:TobikoData Sqlmesh Graph Context
- Implementation:Evidentlyai Evidently Legacy Collector Config
- Implementation:Mlc ai Mlc llm Fuse FT Dequantize Matmul Epilogue
Heuristics
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
Environments
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Sgl project Sglang CUDA
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Datahub project Datahub Frontend Build