Main Page
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Total Pages
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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:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Apache Beam Dataflow Streaming Execution
Principles
- Principle:DistrictDataLabs Yellowbrick Feature Importance Ranking
- Principle:Sktime Pytorch forecasting TFT Model Instantiation
- Principle:Openclaw Openclaw Credential Acquisition
- Principle:Haotian liu LLaVA Gradio Web Interface
- Principle:VainF Torch Pruning Latency Benchmarking
- Principle:Lm sys FastChat Seq2Seq SFT Training
- Principle:Risingwavelabs Risingwave Iceberg Integration
- Principle:Langgenius Dify Single Node Testing
- Principle:Scikit learn Scikit learn Learning Curve Analysis
- Principle:NVIDIA TransformerEngine Drop In Linear Replacement
Implementations
- Implementation:TobikoData Sqlmesh Pnpm Lockfile
- Implementation:Huggingface Datatrove TokenDataset
- Implementation:Farama Foundation Gymnasium Transform Reward Wrappers
- Implementation:Predibase Lorax Flash SantaCoder Modeling
- Implementation:Sktime Pytorch forecasting TimeXer Sub Modules
- Implementation:Datahub project Datahub S3EmitterConfig
- Implementation:Tencent Ncnn Vulkan Header Fix
- Implementation:Online ml River Stats Quantile
- Implementation:Ggml org Llama cpp Android MainActivity
- Implementation:Google deepmind Mujoco Engine Passive
Heuristics
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Run llama Llama index Finetuning Warmup Steps
Environments
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Apache Druid Web Console Development
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Microsoft Agent framework API Credentials
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:InternLM Lmdeploy Build From Source
- Environment:Kserve Kserve VLLM Runtime