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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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|---|---|---|
| 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:Apache Kafka Topic Management
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Alibaba MNN Model Compression
- Workflow:CrewAIInc CrewAI Crew Training And Testing
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Kserve Kserve Deploying InferenceService
Principles
- Principle:Tensorflow Serving Servable Identity And State
- Principle:Volcengine Verl Value Loss Optimization
- Principle:Nautechsystems Nautilus trader Backtest Data Injection
- Principle:Alibaba ROLL Diffusion Model Preparation
- Principle:Bitsandbytes foundation Bitsandbytes Int8 Vectorwise Quantization
- Principle:Duckdb Duckdb Settings And Storage Info Generation
- Principle:InternLM Lmdeploy Quantized Model Inference
- Principle:Microsoft BIPIA Dataset Preparation
- Principle:AUTOMATIC1111 Stable diffusion webui Checkpoint model selection
- Principle:FlowiseAI Flowise Evaluation Dataset Creation
Implementations
- Implementation:Datajuicer Data juicer DocumentMinhashDeduplicator
- Implementation:ARISE Initiative Robosuite SimpleGripController
- Implementation:Deepset ai Haystack OpenAIGenerator
- Implementation:Mbzuai oryx Awesome LLM Post training Pd Read Csv Keywords
- Implementation:Treeverse LakeFS Commit Operation
- Implementation:Lance format Lance Java CreateIndexOp
- Implementation:ARISE Initiative Robosuite WipeArena
- Implementation:Huggingface Alignment handbook Get Peft Config
- Implementation:Predibase Lorax Punica Ops Bindings
- Implementation:Apache Paimon SlicedSplit
Heuristics
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Spotify Luigi Batch Parameter Aggregation
Environments
- Environment:Ray project Ray Python Runtime Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Apache Dolphinscheduler Database Backend