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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:Kornia Kornia Image Stitching Panorama
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:ClickHouse ClickHouse Contributing Pull Request
Principles
- Principle:Huggingface Datasets Exception Hierarchy
- Principle:Apache Dolphinscheduler Connection Testing
- Principle:Openai Openai agents python Usage Tracking
- Principle:Eventual Inc Daft Temp Table Registration
- Principle:Apache Shardingsphere Data Source Mapping Resolution
- Principle:FlagOpen FlagEmbedding Text Embedding Encoding
- Principle:Huggingface Transformers Training Execution
- Principle:Apache Spark Release Artifact Publishing
- Principle:Kubeflow Kubeflow Register Model
- Principle:BerriAI Litellm Cache Backend Selection
Implementations
- Implementation:Apache Paimon Factory
- Implementation:Google deepmind Dm control Two Touch Task
- Implementation:Kornia Kornia In Range
- Implementation:NVIDIA DALI Fn Resize
- Implementation:Tensorflow Serving HandleReloadConfigRequest
- Implementation:PeterL1n BackgroundMattingV2 MattingBase
- Implementation:Duckdb Duckdb Package Build Py
- Implementation:Astronomer Astronomer cosmos Airflow Async Operators
- Implementation:Microsoft Autogen Studio AppInitializer
- Implementation:Huggingface Datasets IterableDataset Take
Heuristics
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
Environments
- Environment:Apache Hudi Docker Demo Environment
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Ray project Ray Java Build Environment
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Vllm project Vllm CUDA