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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:Duckdb Duckdb Building From Source
- Workflow:Wandb Weave SDK Release
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Tencent Ncnn Post Training Quantization
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
Principles
- Principle:Apache Dolphinscheduler Frontend Build Toolchain
- Principle:PrefectHQ Prefect Dbt Project Setup
- Principle:Spotify Luigi Metrics Collection
- Principle:Sdv dev SDV Metadata Detection
- Principle:Haosulab ManiSkill Agent Controller Architecture
- Principle:Huggingface Datasets Download Management
- Principle:Avhz RustQuant Root Finding
- Principle:LLMBook zh LLMBook zh github io Causal LM Loss Computation
- Principle:Mistralai Client python OCR Document Processing
- Principle:NVIDIA TransformerEngine FP8 Delayed Scaling
Implementations
- Implementation:Microsoft Playwright NetworkUtils
- Implementation:Ggml org Ggml Cpu tensor ops
- Implementation:Microsoft Semantic kernel Concepts OpenAPI Resource
- Implementation:ArroyoSystems Arroyo Udaf Wrapper
- Implementation:ARISE Initiative Robosuite TwoArmEnv Base
- Implementation:InternLM Lmdeploy Profile Throughput
- Implementation:Lance format Lance Java LanceField
- Implementation:SeleniumHQ Selenium Closure Dom TagName
- Implementation:TobikoData Sqlmesh API Table Diff
- Implementation:NVIDIA NeMo Curator Fuzzy IdentifyDuplicatesStage
Heuristics
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
Environments
- Environment:Sgl project Sglang GitHub Actions
- Environment:DevExpress Testcafe Node Runtime
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Confident ai Deepeval LLM Provider Credentials