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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:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Openai Evals Creating a model graded eval
Principles
- Principle:Google deepmind Dm control Reward Shaping
- Principle:FMInference FlexLLMGen CUDA Memory Access Patterns
- Principle:Norrrrrrr lyn WAInjectBench Binary Classifier Training
- Principle:Ggml org Llama cpp Logging System
- Principle:MaterializeInc Materialize Upgrade Scenario Selection
- Principle:Apache Shardingsphere YAML Configuration Definition
- Principle:LaurentMazare Tch rs Crate Organization
- Principle:Isaac sim IsaacGymEnvs Task Registration
- Principle:Webdriverio Webdriverio Configuration Management
- Principle:Avhz RustQuant Automatic Differentiation
Implementations
- Implementation:Google deepmind Mujoco XML Native Reader
- Implementation:Open compass VLMEvalKit OmChat
- Implementation:Ollama Ollama MLXRunner Sample
- Implementation:Open compass VLMEvalKit ChartMimic Color Evaluator
- Implementation:LMCache LMCache Audit Connector
- Implementation:Huggingface Optimum TokenClassificationProcessing
- Implementation:Guardrails ai Guardrails Guard Call Stream
- Implementation:Datahub project Datahub ProtobufDataset
- Implementation:Open compass VLMEvalKit mPLUG Owl3
- Implementation:Microsoft DeepSpeedExamples Extract Qwen VL
Heuristics
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Wandb Weave Payload Size Limits
Environments
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Allenai Open instruct Docker Container
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Pytorch Serve Distributed Training Environment