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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:Openai Whisper Word Level Timestamps
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:Wandb Weave LLM Integration Tracing
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
Principles
- Principle:Openai Openai agents python Hosted Tool Configuration
- Principle:Huggingface Optimum Model Download and Configuration
- Principle:Online ml River Anomaly Detection Evaluation
- Principle:Microsoft Autogen Agent Specialization
- Principle:Apache Kafka Topic Creation
- Principle:Treeverse LakeFS Retention Rule Configuration
- Principle:Huggingface Datatrove Data Inspection
- Principle:Online ml River ADWIN Drift Detection
- Principle:Neuml Txtai Index Update
- Principle:Helicone Helicone Legal Compliance
Implementations
- Implementation:Lance format Lance Compression Traits
- Implementation:Langgenius Dify UpdateAppApiStatus
- Implementation:Mlflow Mlflow Set Matrix
- Implementation:Lance format Lance LqCli
- Implementation:Avhz RustQuant ISO 10383
- Implementation:Online ml River Datasets Bananas
- Implementation:Treeverse LakeFS S3 Client Setup
- Implementation:ArroyoSystems Arroyo Session Window
- Implementation:Apache Druid Values Query
- Implementation:Openai Openai python Shared Reasoning
Heuristics
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
Environments
- Environment:Huggingface Trl Quantization Environment
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Neuml Txtai API Server Configuration
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment