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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:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Online ml River Online Clustering
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Openai Openai agents python Guardrails Secured Agent
Principles
- Principle:Avhz RustQuant Error Handling
- Principle:ClickHouse ClickHouse Fundamental Type Aliases
- Principle:Huggingface Datasets Environment Reporting
- Principle:Arize ai Phoenix Annotation Analysis
- Principle:Apache Kafka Release Notes Generation
- Principle:Ggml org Llama cpp Chat Message Parsing
- Principle:Allenai Open instruct Reward Model Evaluation
- Principle:Ollama Ollama APIDesign
- Principle:Kornia Kornia Tensor Image Conversion
- Principle:Apache Dolphinscheduler Connection Pool Management
Implementations
- Implementation:Speechbrain Speechbrain Prepare Switchboard Transformer
- Implementation:Ollama Ollama Llama Vocab
- Implementation:Ollama Ollama Mtmd SigLIP
- Implementation:Elevenlabs Elevenlabs python Llm Enum
- Implementation:Langgenius Dify Theme Var Define
- Implementation:Alibaba ROLL HomeContent Component
- Implementation:Mbzuai oryx Awesome LLM Post training Taxonomy Section Structure
- Implementation:Openai Openai python Response Computer Tool Call Param
- Implementation:Speechbrain Speechbrain EER And MinDCF
- Implementation:Pyro ppl Pyro Unit
Heuristics
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Avhz RustQuant Learning Rate Tuning
Environments
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Allenai Open instruct vLLM Inference
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Openai Evals Python Runtime
- Environment:Openclaw Openclaw Gateway Network Ports