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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:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Teamcapybara Capybara Element Finding And Interaction
Principles
- Principle:Ucbepic Docetl Pipeline Export
- Principle:Huggingface Trl SFT Trainer Initialization
- Principle:FMInference FlexLLMGen Optimized Inference Engine
- Principle:Google deepmind Mujoco GLFW Window Management
- Principle:Volcengine Verl SFT Checkpointing
- Principle:PacktPublishing LLM Engineers Handbook Prompt Engineering For Dataset Generation
- Principle:Apache Beam Element Bundling
- Principle:Cypress io Cypress Development Server
- Principle:Kornia Kornia Augmentation Transforms
- Principle:Apache Dolphinscheduler Task Dispatch Coordination
Implementations
- Implementation:Sgl project Sglang Allreduce Interface
- Implementation:Spotify Luigi PigJobTask
- Implementation:FlowiseAI Flowise WorkspaceUsers
- Implementation:Risingwavelabs Risingwave CassandraConfig
- Implementation:ARISE Initiative Robosuite GR1Robot
- Implementation:Onnx Onnx Replace Constants
- Implementation:BerriAI Litellm PagerDuty Alerting
- Implementation:Scikit learn Scikit learn LogisticRegression Fit
- Implementation:Apache Airflow Root Pyproject
- Implementation:Apache Druid InputFormatStep
Heuristics
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Apache Paimon File Sizing and Split Planning
Environments
- Environment:Apache Beam Portable Runner Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Openai Evals Optional Provider APIs
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Openai Openai python Realtime WebSocket