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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:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
Principles
- Principle:Fastai Fastbook Numericalization
- Principle:CarperAI Trlx Offline RL Training
- Principle:Google deepmind Dm control MJCF Model Creation
- Principle:Cleanlab Cleanlab Coteaching Algorithm
- Principle:MaterializeInc Materialize Release Commit and Tagging
- Principle:PacktPublishing LLM Engineers Handbook Content Crawling
- Principle:Microsoft Autogen Team Deployment
- Principle:Microsoft Agent framework Approval Request Presentation
- Principle:Google deepmind Dm control Manipulation Environment Loading
- Principle:TobikoData Sqlmesh Production Deployment With Backfill
Implementations
- Implementation:DistrictDataLabs Yellowbrick ClassPredictionError Visualizer
- Implementation:NVIDIA TransformerEngine Fused Softmax
- Implementation:Guardrails ai Guardrails Configure CLI
- Implementation:Deepseek ai Janus AR Token Generation Loop
- Implementation:Open compass VLMEvalKit Logics Thinking
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval QA
- Implementation:Infiniflow Ragflow SliderInputFormField Component
- Implementation:Langchain ai Langgraph Pregel Stream With Interrupts
- Implementation:Pyro ppl Pyro UnconditionMessenger
- Implementation:TobikoData Sqlmesh Input Component
Heuristics
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
Environments
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Kserve Kserve Python Runtime
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Deepset ai Haystack HuggingFace Model Environment