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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:Ucbepic Docetl Playground Interactive Development
- Workflow:Apache Kafka Topic Management
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Apache Spark Release Process
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
Principles
- Principle:Eventual Inc Daft Catalog Registration
- Principle:Scikit learn contrib Imbalanced learn Adaptive Synthetic Sampling
- Principle:Webdriverio Webdriverio Documentation Infrastructure
- Principle:Risingwavelabs Risingwave Developer Workflow Automation
- Principle:Huggingface Transformers Quantized Inference
- Principle:FlowiseAI Flowise Lead Capture
- Principle:Microsoft DeepSpeedExamples ZeRO Inference Execution
- Principle:Bitsandbytes foundation Bitsandbytes Blockwise Quantization
- Principle:AUTOMATIC1111 Stable diffusion webui File And Path Utility Functions
- Principle:Liu00222 Open Prompt Injection Attacker Creation
Implementations
- Implementation:Ollama Ollama Llama Model Saver
- Implementation:OpenHands OpenHands UserStore Migrate User
- Implementation:Ggml org Llama cpp LLGuidance
- Implementation:Elevenlabs Elevenlabs python ConversationalAIRawClient
- Implementation:Risingwavelabs Risingwave ElasticRestHighLevelClientAdapter
- Implementation:Tencent Ncnn MobileNetV2 SSDLite Example
- Implementation:Apache Paimon PagedList
- Implementation:Online ml River Cluster Centers Inspection
- Implementation:Speechbrain Speechbrain Prepare PeoplesSpeech Root
- Implementation:Scikit learn Scikit learn GaussianProcessRegressor
Heuristics
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
Environments
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:Langgenius Dify Vector Database Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime