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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:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:Apache Druid SQL Query Execution
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Diagnostics
- Principle:Langchain ai Langgraph State Inspection
- Principle:AUTOMATIC1111 Stable diffusion webui Launch Sequence
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Cleanup
- Principle:Apache Beam Windmill Connection Setup
- Principle:Huggingface Datatrove Exact Deduplication
- Principle:Huggingface Transformers Model Loading For Training
- Principle:Dagster io Dagster ML Model Lifecycle
- Principle:Dagster io Dagster Sensor Driven Pipelines
- Principle:Ray project Ray Application Deployment
Implementations
- Implementation:Kubeflow Pipelines Profile Controller Sync
- Implementation:OpenGVLab InternVL InternViT 6B Model
- Implementation:ChenghaoMou Text dedup MinHash Check False Positives
- Implementation:NVIDIA NeMo Curator WER Metric Stage
- Implementation:Openai Openai node Migration Config
- Implementation:ChenghaoMou Text dedup SimHash Union Find Cluster
- Implementation:NVIDIA DALI DALIDataset
- Implementation:Apache Kafka KafkaAdminClient CreateTopics
- Implementation:Google deepmind Dm control Reference Pose Tracking
- Implementation:Ucbepic Docetl FilterOperation Execute
Heuristics
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
Environments
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Pytorch Serve Distributed Training Environment
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Apache Paimon Optional Extensions