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Principles
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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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|---|---|---|
| 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:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
Principles
- Principle:Risingwavelabs Risingwave CDC PostgreSQL Schema Management
- Principle:Princeton nlp Tree of thought llm Usage Tracking
- Principle:Iamhankai Forest of Thought Majority Vote Consensus
- Principle:Neuml Txtai Content Indexing
- Principle:MaterializeInc Materialize Check Lifecycle
- Principle:Pyro ppl Pyro Time Series Forecasting
- Principle:CrewAIInc CrewAI Knowledge Attachment
- Principle:NVIDIA DALI Spatial Augmentation Detection
- Principle:Mistralai Client python File Upload
- Principle:Huggingface Datatrove HuggingFace Hub Writing
Implementations
- Implementation:Microsoft Semantic kernel FunctionChoiceBehavior Auto
- Implementation:Getgauge Taiko EmulateNetwork
- Implementation:Togethercomputer Together python Evaluation CLI
- Implementation:Recommenders team Recommenders ALSModel Transform
- Implementation:Truera Trulens UX Components
- Implementation:Hpcaitech ColossalAI Train ORPO Script
- Implementation:Mage ai Mage ai Chargebee Common Invoices Schema
- Implementation:Datajuicer Data juicer Job Monitor
- Implementation:Ray project Ray Ray Shutdown
- Implementation:OWASP Www project top 10 for large language model applications ASIFramework Map Architecture
Heuristics
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
Environments
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Marker Inc Korea AutoRAG API Keys Configuration