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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:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Togethercomputer Together python Fine Tuning
Principles
- Principle:Apache Shardingsphere Cluster Repository Initialization
- Principle:Datahub project Datahub Proto2DataHub Configuration
- Principle:Iterative Dvc Dependency Graph Construction
- Principle:Online ml River Online Model Selection
- Principle:Avhz RustQuant Cashflow Analysis
- Principle:AUTOMATIC1111 Stable diffusion webui LDSR Upscaler
- Principle:Google deepmind Mujoco Engine Utilities
- Principle:Helicone Helicone Application Services
- Principle:ClickHouse ClickHouse Stateless Test Execution
- Principle:Heibaiying BigData Notes Kafka Offset Management
Implementations
- Implementation:Hpcaitech ColossalAI DataCollatorForPreferenceDataset
- Implementation:Langgenius Dify App Context
- Implementation:CARLA simulator Carla Python Weather Bindings
- Implementation:Ollama Ollama Sampler Sample
- Implementation:Truera Trulens TruGraph Wrapper
- Implementation:Microsoft LoRA Legacy Run SWAG
- Implementation:Trailofbits Fickling Check Safety
- Implementation:Apache Shardingsphere CreateTablePushDownMetaDataRefresher Refresh
- Implementation:Huggingface Transformers Deprecate Models
- Implementation:Speechbrain Speechbrain Prepare IEMOCAP Root
Heuristics
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Openai CLIP Class Name Curation
Environments
- Environment:Spotify Luigi Python Runtime
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Kserve Kserve Gateway API