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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:Run llama Llama index Data Ingestion Pipeline
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Truera Trulens RAG Evaluation With LangChain
Principles
- Principle:Langchain ai Langgraph Agent State Schema
- Principle:Microsoft DeepSpeedExamples RLHF Data Preparation
- Principle:Marker Inc Korea AutoRAG Best Config Extraction
- Principle:Huggingface Datasets Video Feature Handling
- Principle:Huggingface Optimum Transformation Composition
- Principle:Isaac sim IsaacGymEnvs Population Based Training
- Principle:Isaac sim IsaacGymEnvs 3D Rotation Mathematics
- Principle:Obss Sahi Model Weight Download
- Principle:NVIDIA NeMo Aligner DPO Sequence Packing
- Principle:Google deepmind Dm control MJCF Model Export
Implementations
- Implementation:Hpcaitech ColossalAI ChatGLM Model
- Implementation:Iterative Dvc Utils Strictyaml
- Implementation:Unslothai Unsloth Train On Responses Only
- Implementation:OpenHands OpenHands DaytonaRuntime Close
- Implementation:Microsoft Onnxruntime CrossEntropy Declarations
- Implementation:ARISE Initiative Robosuite HollowCylinder
- Implementation:Pyro ppl Pyro Poutine Runtime
- Implementation:Kserve Kserve Triton Runtime
- Implementation:LaurentMazare Tch rs Tensor Generated
- Implementation:NVIDIA DALI Fn Readers Video
Heuristics
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Alibaba MNN GPU OpenCL Environment