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1,118
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:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Langchain ai Langchain Streaming Responses
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
Principles
- Principle:Sktime Pytorch forecasting Lightning Trainer Configuration
- Principle:SeldonIO Seldon core Explainer Pipeline Integration
- Principle:Langgenius Dify PromptEngineering
- Principle:CarperAI Trlx Distributed Logging
- Principle:Apache Kafka MirrorMaker Invocation
- Principle:Huggingface Datasets TF Dataset Creation
- Principle:Farama Foundation Gymnasium Asynchronous Vector Execution
- Principle:Ggml org Llama cpp State Management
- Principle:Tensorflow Serving Dependency Ownership
- Principle:MarketSquare Robotframework browser Project Build Pipeline
Implementations
- Implementation:Puppeteer Puppeteer Root Package Lock
- Implementation:Langgenius Dify Service Access Control
- Implementation:Fastai Fastbook Language Model Learner
- Implementation:Datajuicer Data juicer VideoMotionScoreRaftFilter
- Implementation:Microsoft Playwright Root Package Lock
- Implementation:Langgenius Dify UseDatasource
- Implementation:Openai Openai python API Pagination
- Implementation:Zai org CogVideo CogVideoXPipeline From Pretrained
- Implementation:Kserve Kserve GermanCredit AIFModel
- Implementation:Ggml org Ggml Cpu riscv repack
Heuristics
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
Environments
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Openai Openai node OpenAI API Credentials
- Environment:InternLM Lmdeploy Build From Source
- Environment:Truera Trulens Python Core Environment
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Huggingface Datasets TensorFlow Integration