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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:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Avhz RustQuant Analytic Option Pricing
Principles
- Principle:Ollama Ollama OpenAI Request Translation
- Principle:Zai org CogVideo Video Export
- Principle:Huggingface Peft AdaLoRA Adaptive Rank
- Principle:Facebookresearch Habitat lab Hydra Config Wiring
- Principle:Liu00222 Open Prompt Injection Conditional Probability Computation
- Principle:Online ml River Online Feature Selection
- Principle:Apache Beam Pipeline Event Reporting
- Principle:Wandb Weave Model Definition
- Principle:EvolvingLMMs Lab Lmms eval Model Wrapper Implementation
- Principle:Apache Hudi Read Environment Configuration
Implementations
- Implementation:Microsoft Autogen Studio TeamBuilder Sidebar
- Implementation:OpenGVLab InternVL Segmentation Train
- Implementation:Datajuicer Data juicer CalibrateQueryMapper
- Implementation:Infiniflow Ragflow Next Request
- Implementation:Infiniflow Ragflow Admin TaskExecutorDetail Component
- Implementation:Alibaba MNN Protobuf Generated Table Driven Lite H
- Implementation:Gretelai Gretel synthetics DGAN Train Numpy
- Implementation:Ray project Ray ParallelActor ActorCall
- Implementation:Farama Foundation Gymnasium Step Api Compatibility
- Implementation:Online ml River Linear Model ALMAClassifier
Heuristics
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Trailofbits Fickling Allowlist Maintenance
Environments
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Langgenius Dify Docker Compose Environment