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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:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Kserve Kserve Canary Rollout Deployment
Principles
- Principle:ClickHouse ClickHouse Decimal Arithmetic
- Principle:Langfuse Langfuse LLM Execution for Experiments
- Principle:Apache Flink Element Conversion
- Principle:Huggingface Datatrove Disk Writing Framework
- Principle:Cleanlab Cleanlab Segmentation Issue Visualization
- Principle:Apache Spark Container Image Build
- Principle:Mlc ai Mlc llm Synchronous Engine Initialization
- Principle:Nightwatchjs Nightwatch Extension Path Configuration
- Principle:Tensorflow Serving Signature Definition
- Principle:Norrrrrrr lyn WAInjectBench JSONL Text Dataset Format
Implementations
- Implementation:Datajuicer Data juicer WordRepetitionFilter
- Implementation:Isaac sim IsaacGymEnvs Train Py Task Execution
- Implementation:Huggingface Optimum ExporterConfig Generate Dummy Inputs
- Implementation:Triton inference server Server CommonUtils
- Implementation:NVIDIA NeMo Curator DataDesignerStage
- Implementation:AUTOMATIC1111 Stable diffusion webui Img2img sample
- Implementation:Huggingface Datasets Image
- Implementation:ChenghaoMou Text dedup UnionFind Class
- Implementation:Evidentlyai Evidently Legacy RegExp Feature
- Implementation:Microsoft Playwright WebKit Protocol Types
Heuristics
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Sail sg LongSpec Training Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Openai Whisper FFmpeg
- Environment:Huggingface Datatrove IO Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Elevenlabs Elevenlabs python PyAudio