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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:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Mistralai Client python Chat Completion
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
Principles
- Principle:Dotnet Machinelearning Experiment Configuration
- Principle:Apache Flink Source Connector Framework
- Principle:Huggingface Datasets Dataset Config Info Retrieval
- Principle:Eventual Inc Daft Iceberg Writing
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt Syntax
- Principle:Dagster io Dagster ML Model Lifecycle
- Principle:BerriAI Litellm Cache Management
- Principle:Mlflow Mlflow CI Test Matrix Generation
- Principle:OpenBMB UltraFeedback Completion Data Loading
- Principle:Microsoft BIPIA Black Box Defense Configuration
Implementations
- Implementation:Pyro ppl Pyro Pyro Distributions
- Implementation:Fede1024 Rust rdkafka MockCluster New
- Implementation:Apache Hudi HoodieTableFactory CreateDynamicTableSink
- Implementation:Openai Openai python Batch Usage Model
- Implementation:SeleniumHQ Selenium Closure Asserts
- Implementation:Speechbrain Speechbrain Prepare UrbanSound8k Root
- Implementation:Microsoft LoRA Legacy Utils Multiple Choice
- Implementation:Huggingface Diffusers Generate Model Tests
- Implementation:Allenai Open instruct Get Cached Dataset Tulu
- Implementation:Openai Openai python Response Refusal Delta
Heuristics
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
Environments
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Huggingface Trl Quantization Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Openai Whisper FFmpeg
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:FMInference FlexLLMGen CUDA GPU