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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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|---|---|---|
| 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:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
Principles
- Principle:PacktPublishing LLM Engineers Handbook Data Warehouse Query
- Principle:Recommenders team Recommenders ALS Recommendation Generation
- Principle:Haosulab ManiSkill Imitation Policy Training
- Principle:Arize ai Phoenix Evaluation Result Analysis
- Principle:Pyro ppl Pyro Discrete Marginal ELBO
- Principle:Apache Airflow DAG Distribution Strategy
- Principle:Isaac sim IsaacGymEnvs Task Requirements Design
- Principle:Avdvg InjectGuard Vector Store Construction
- Principle:Triton inference server Server Response Cache Testing
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Cleanup
Implementations
- Implementation:Puppeteer Puppeteer Bidi Core BrowsingContext
- Implementation:NVIDIA TransformerEngine Debug Per Tensor Scaling
- Implementation:Tensorflow Serving HTTPServer
- Implementation:Microsoft Semantic kernel FunctionChoiceBehavior Auto
- Implementation:Googleapis Python genai Common Utilities
- Implementation:Openai Openai agents python Mkdocs Configuration
- Implementation:ChenghaoMou Text dedup UnionFind Class
- Implementation:Openai Openai python HTTP Base Client
- Implementation:Alibaba MNN SourceModule
- Implementation:MaterializeInc Materialize Util Module
Heuristics
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Tencent Ncnn NMS Threshold Tuning
Environments
- Environment:Sgl project Sglang Runtime
- Environment:Groq Groq python Python Groq SDK
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Kserve Kserve Gateway API
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Openai Openai python Realtime WebSocket