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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:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Openai Evals Running an eval set
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Cohere ai Cohere python Model Finetuning
Principles
- Principle:Tensorflow Serving Version Label Routing
- Principle:Snorkel team Snorkel Labeling Function Analysis
- Principle:OpenRLHF OpenRLHF Optimizer and Scheduler Setup
- Principle:Speechbrain Speechbrain Conventional Enhancement Training
- Principle:Googleapis Python genai Image Editing
- Principle:Turboderp org Exllamav2 Image Embedding Extraction
- Principle:Zai org CogVideo Caption Output
- Principle:Allenai Open instruct DPO Loss Dispatch
- Principle:NVIDIA DALI Spatial Augmentation Detection
- Principle:Marker Inc Korea AutoRAG Configuration Loading
Implementations
- Implementation:Tensorflow Serving Json Tensor Test
- Implementation:SeldonIO Seldon core Seldon Pipeline CRD Explainer
- Implementation:Datajuicer Data juicer ImageDetectionYoloMapper
- Implementation:MarketSquare Robotframework browser Data Types
- Implementation:Huggingface Datatrove DummyInferenceServer
- Implementation:BerriAI Litellm JSON Validation Rule
- Implementation:Triton inference server Server L0 Memory Growth Test
- Implementation:CARLA simulator Carla Client Set Replayer Time Factor
- Implementation:FlagOpen FlagEmbedding Matryoshka Mistral Model Inference
- Implementation:OpenGVLab InternVL CLIPVisionTower
Heuristics
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Avhz RustQuant Discretization Scheme Selection
Environments
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment