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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:Protectai Llm guard LLM Input Output Scanning
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Groq Groq python Batch Processing
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Groq Groq python Audio Transcription
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
Principles
- Principle:Speechbrain Speechbrain Custom Batch Training For Separation
- Principle:Elevenlabs Elevenlabs python Text Source Preparation
- Principle:Eric mitchell Direct preference optimization Batch Data Pipeline
- Principle:Duckdb Duckdb Fast Number Parsing
- Principle:Huggingface Diffusers Selective Test Execution
- Principle:Axolotl ai cloud Axolotl Vision Language Model Loading
- Principle:Spotify Luigi Task Simulation
- Principle:Datahub project Datahub Stack Lifecycle Management
- Principle:Bitsandbytes foundation Bitsandbytes XPU Backend Operations
- Principle:Risingwavelabs Risingwave Iceberg Catalog Operations
Implementations
- Implementation:Intel Ipex llm NPU Multimodal MiniCPM
- Implementation:Huggingface Datatrove ContextShuffler
- Implementation:Mlc ai Mlc llm Package
- Implementation:LaurentMazare Tch rs Tensor Ops
- Implementation:Hpcaitech ColossalAI TableLoader
- Implementation:LMCache LMCache SGLang Adapter
- Implementation:Openclaw Openclaw StartGatewayServer
- Implementation:Apache Paimon ConfigOptions Python
- Implementation:Ucbepic Docetl LeaseContractExplorer
- Implementation:Open compass VLMEvalKit Ristretto
Heuristics
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
Environments
- Environment:Apache Druid Druid Cluster Api
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Apache Kafka Committer Tools Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:BerriAI Litellm Observability Stack
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Apache Spark Release Build Environment