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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:FlowiseAI Flowise Document Store Ingestion
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Langgenius Dify Plugin Management
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Hpcaitech ColossalAI Model Evaluation
Principles
- Principle:OpenRLHF OpenRLHF Ray Cluster Initialization
- Principle:Langgenius Dify Zustand State Management
- Principle:Mlflow Mlflow Scorer Definition
- Principle:Huggingface Trl DPO Preference Dataset Loading
- Principle:Webdriverio Webdriverio Command Interception
- Principle:Unslothai Unsloth Model Merging And Saving
- Principle:Huggingface Datasets Dataset Metadata Configuration
- Principle:LaurentMazare Tch rs Token Embedding
- Principle:Sgl project Sglang Model Quantization Configuration
- Principle:Heibaiying BigData Notes Flink Streaming Environment
Implementations
- Implementation:Hpcaitech ColossalAI CValuesDataset
- Implementation:Ollama Ollama Agent Approval
- Implementation:Google deepmind Mujoco Platform ImGui Widgets
- Implementation:BerriAI Litellm Email Alert Types
- Implementation:Mistralai Client python ChatCompletionResponse
- Implementation:Alibaba MNN Protobuf Any PB CC
- Implementation:OWASP Www project top 10 for large language model applications StyleValidator Validate
- Implementation:NVIDIA NeMo Curator WARC Iterator
- Implementation:Ucbepic Docetl CodeOperations
- Implementation:Online ml River Anomaly HalfSpaceTrees
Heuristics
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
Environments
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Huggingface Alignment handbook Evaluation Tools