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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:Togethercomputer Together python Fine Tuning
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:DevExpress Testcafe CI Integration
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
Principles
- Principle:FlagOpen FlagEmbedding LLM Reranker Training
- Principle:HKUDS AI Trader Frontend Cache Management
- Principle:Duckdb Duckdb Release Artifact Upload
- Principle:Anthropics Anthropic sdk python Client Initialization
- Principle:Ggml org Llama cpp HashingUtilities
- Principle:Groq Groq python Request Option Types
- Principle:Huggingface Datatrove C4 Quality Filtering
- Principle:FlowiseAI Flowise Chat Widget Embedding
- Principle:DistrictDataLabs Yellowbrick Discrimination Threshold Analysis
- Principle:Sktime Pytorch forecasting Estimator Conformance Testing
Implementations
- Implementation:Promptfoo Promptfoo Docusaurus Config
- Implementation:Scikit learn Scikit learn PLSRegression
- Implementation:Webdriverio Webdriverio WdioUtils Constants
- Implementation:Gretelai Gretel synthetics DGAN Train Numpy
- Implementation:Datajuicer Data juicer Quality Classifier Eval
- Implementation:Huggingface Datasets MetadataConfigs
- Implementation:Interpretml Interpret Show
- Implementation:ArroyoSystems Arroyo UDF CRUD
- Implementation:CrewAIInc CrewAI RAG PDF Loader
- Implementation:Lance format Lance Java Query
Heuristics
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
Environments
- Environment:Sgl project Sglang Prometheus
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Dagster io Dagster Container Resource Monitoring