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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:Tencent Ncnn Image Classification Inference
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Wandb Weave Tracing Setup
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Apache Flink File Sink Pipeline
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Openai Openai python Image Generation
Principles
- Principle:Eric mitchell Direct preference optimization Batch Data Pipeline
- Principle:Mlflow Mlflow Error Handling and Exception Hierarchy
- Principle:Huggingface Optimum Reversible Transformation
- Principle:Ggml org Llama cpp Parallel Request Handling
- Principle:DistrictDataLabs Yellowbrick Color Palette Management
- Principle:PacktPublishing LLM Engineers Handbook Model Registry Validation
- Principle:Openai Whisper Output Formatting
- Principle:Deepset ai Haystack Document Splitting
- Principle:Turboderp org Exllamav2 Device Management
- Principle:Evidentlyai Evidently Data Schema Definition
Implementations
- Implementation:BerriAI Litellm Logging Setup
- Implementation:SeleniumHQ Selenium Closure EventTarget
- Implementation:FlowiseAI Flowise NavGroup
- Implementation:SeleniumHQ Selenium Closure Testing StackTrace
- Implementation:Microsoft Onnxruntime CUDA TrainingSplit
- Implementation:Webdriverio Webdriverio BrowserStack Constants
- Implementation:Arize ai Phoenix DocumentRelevanceEvaluator
- Implementation:Apache Flink SplitsChange
- Implementation:CARLA simulator Carla VehiclePhysicsControl
- Implementation:Vibrantlabsai Ragas MetricBasePrompt
Heuristics
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:CARLA simulator Carla PID Controller Tuning
Environments
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Helicone Helicone Wrangler CLI
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime