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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:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Openai Openai python Chat Completion
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Apache Airflow DAG Authoring and Deployment
Principles
- Principle:Sgl project Sglang Server Health Monitoring
- Principle:InternLM Lmdeploy Batch Text Generation
- Principle:Teamcapybara Capybara Driver Selection Configuration
- Principle:Sktime Pytorch forecasting Transformer Encoder Architecture
- Principle:Deepspeedai DeepSpeed Async IO Operations
- Principle:OWASP Www project top 10 for large language model applications Manual Adversarial Testing
- Principle:Sdv dev SDV Schema Simplification
- Principle:Openclaw Openclaw Group Chat Configuration
- Principle:OpenRLHF OpenRLHF Interactive Model Inference
- Principle:Langgenius Dify Variable Wiring
Implementations
- Implementation:Gretelai Gretel synthetics Generate Text
- Implementation:CARLA simulator Carla Navigation
- Implementation:Open compass VLMEvalKit MMHelix Skyscrapers Eval
- Implementation:Cohere ai Cohere python ChatMessageV2 Union
- Implementation:Treeverse LakeFS External Scheduler Configuration
- Implementation:Haosulab ManiSkill RotationConversions
- Implementation:FlagOpen FlagEmbedding LLARA Finetune Modeling
- Implementation:Mlflow Mlflow Evaluation Result
- Implementation:Cohere ai Cohere python Vector Retrieval Pattern
- Implementation:Kserve Kserve TrainedModel CRD Spec
Heuristics
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
Environments
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Kserve Kserve VLLM Runtime
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Apache Flink Node Build Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Confident ai Deepeval LLM Provider Credentials