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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:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Microsoft Onnxruntime ORTModule Training
Principles
- Principle:Mlc ai Web llm RAG Pipeline
- Principle:Datahub project Datahub Spark Listener Registration
- Principle:Huggingface Datasets Exception Hierarchy
- Principle:Deepset ai Haystack Prompt Templating
- Principle:Microsoft Agent framework Sequential Orchestration
- Principle:Online ml River Anomaly Threshold Filtering
- Principle:Vllm project Vllm Batch Text Generation
- Principle:Openclaw Openclaw Reply Delivery
- Principle:Ggml org Llama cpp Common API
- Principle:Iterative Dvc Artifact Metadata
Implementations
- Implementation:Langgenius Dify UpdateAppApiStatus
- Implementation:Farama Foundation Gymnasium RecordEpisodeStatistics
- Implementation:Online ml River Preprocessing PredClipper
- Implementation:Langgenius Dify FetchWorkflowDraft
- Implementation:CARLA simulator Carla RssSensor Interface
- Implementation:Openai Openai node FineTuning Resource
- Implementation:Apache Flink HadoopMapFunction
- Implementation:Speechbrain Speechbrain Whisper HFTransformersInterface
- Implementation:Facebookresearch Audiocraft Export encodec
- Implementation:Risingwavelabs Risingwave Datagen Sink Interface
Heuristics
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Kserve Kserve Multinode Replica Calculation
Environments
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Wandb Weave Python SDK Runtime
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Intel Ipex llm CPU Finetuning Environment