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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:Microsoft Onnxruntime On Device Training
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
Principles
- Principle:Spotify Luigi Database Connection Configuration
- Principle:Spotify Luigi Dependency Chaining
- Principle:FlowiseAI Flowise Theme Configuration
- Principle:Langgenius Dify ContentModeration
- Principle:Huggingface Diffusers Auto Docstring Generation
- Principle:Protectai Llm guard Sensitive Data Detection
- Principle:Tensorflow Serving Kubernetes Cluster Creation
- Principle:Neuml Txtai Agent Configuration
- Principle:Huggingface Optimum Reversible Transformation
- Principle:Langgenius Dify APIContracts
Implementations
- Implementation:Google deepmind Dm control Soccer Task
- Implementation:Openai Openai python Shared All Models
- Implementation:Predibase Lorax MLlama Wrapper
- Implementation:Microsoft DeepSpeedExamples Vision Transformer Model
- Implementation:Ollama Ollama Convert GptOss
- Implementation:NVIDIA NeMo Aligner MegatronGPT Knowledge Distillation
- Implementation:Langchain ai Langgraph AnyValue Channel
- Implementation:Avhz RustQuant Bachelier Model
- Implementation:Huggingface Datasets ImageFolder Builder
- Implementation:Hiyouga LLaMA Factory RM Trainer
Heuristics
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:ContextualAI HALOs Humanline Clamping
Environments
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Zai org CogVideo SAT Framework Environment