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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:Neuml Txtai API Deployment
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Predibase Lorax Single LoRA Inference
Principles
- Principle:Deepseek ai Janus VQ VAE Decoding
- Principle:HKUDS AI Trader Parallel Agent Execution
- Principle:Huggingface Optimum Task Specific Preprocessing
- Principle:Infiniflow Ragflow Search Result Display
- Principle:Huggingface Diffusers Prior Preservation Training
- Principle:Huggingface Alignment handbook Multi Task SFT Training
- Principle:Eventual Inc Daft CSV Writing
- Principle:Apache Paimon Type System
- Principle:PacktPublishing LLM Engineers Handbook Context Assembly And LLM Generation
- Principle:Alibaba ROLL MCoreAdapter Checkpoint Conversion
Implementations
- Implementation:NVIDIA NeMo Curator QwenLM
- Implementation:Microsoft Playwright Tracing Start
- Implementation:Haosulab ManiSkill AllegroHand
- Implementation:Evidentlyai Evidently Guard Decorator
- Implementation:Elevenlabs Elevenlabs python Text Iterator Pattern
- Implementation:Huggingface Datatrove MegatronTokenizer
- Implementation:Alibaba ROLL ModelFactory
- Implementation:Hpcaitech ColossalAI Generate With Actor
- Implementation:Langchain ai Langgraph SerializerProtocol
- Implementation:OpenGVLab InternVL CustomLayerDecayOptimizerConstructor
Heuristics
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Spotify Luigi Streaming MapReduce Processing
Environments
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Ray project Ray Java Build Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Bentoml BentoML Python Runtime
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment