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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:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:TobikoData Sqlmesh Dbt project migration
Principles
- Principle:Haifengl Smile SQL Database Connection
- Principle:Ollama Ollama ServerArchitecture
- Principle:Predibase Lorax HTTP Client Connection
- Principle:Duckdb Duckdb Prerequisite Code Generation
- Principle:Google deepmind Dm control Multi Agent Episode Loop
- Principle:PacktPublishing LLM Engineers Handbook HuggingFace Dataset Publishing
- Principle:Lm sys FastChat Battle Data Cleaning
- Principle:ThreeSR Awesome Inference Time Scaling Paper Entry Formatting
- Principle:Microsoft Autogen Function Tool Definition
- Principle:Vllm project Vllm LLM Engine Initialization
Implementations
- Implementation:Marker Inc Korea AutoRAG Factoid Query Gen
- Implementation:Microsoft Semantic kernel ChatCompletionAgent
- Implementation:Hiyouga LLaMA Factory VLLM Engine
- Implementation:Scikit learn Scikit learn GraphicalLasso
- Implementation:Explodinggradients Ragas MemorableNames Class
- Implementation:Evidentlyai Evidently Metric Types
- Implementation:Ray project Ray Release Data Tests Config
- Implementation:Astronomer Astronomer cosmos Cloud Storage Connection Setup
- Implementation:Ggml org Ggml Cpu weight repack
- Implementation:Microsoft Playwright BidiSerializer
Heuristics
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Alibaba ROLL Reward Clipping Normalization
Environments
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Groq Groq python Python Groq SDK