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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:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Apache Spark Release Process
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Predibase Lorax Multi Adapter Merging
Principles
- Principle:TobikoData Sqlmesh Web UI
- Principle:Allenai Open instruct Reward Model Evaluation
- Principle:Mlc ai Mlc llm Weight Conversion and Quantization
- Principle:Kserve Kserve Multi Model Prediction
- Principle:Langgenius Dify Model Provider Management
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Performance Profiling
- Principle:Axolotl ai cloud Axolotl SFT Training Execution
- Principle:Tensorflow Tfjs Pretrained Model Loading
- Principle:Hiyouga LLaMA Factory Rotary Position Embedding
- Principle:Webdriverio Webdriverio Custom Service Development
Implementations
- Implementation:Risingwavelabs Risingwave SourceHandler Interface
- Implementation:Mlc ai Mlc llm Serve Data
- Implementation:ArroyoSystems Arroyo Validate UDF
- Implementation:Neuml Txtai Graph Query
- Implementation:Google research Deduplicate text datasets Load Dataset TFDS
- Implementation:CARLA simulator Carla Client Start Recorder
- Implementation:Vllm project Vllm CPU Types X86
- Implementation:Facebookresearch Habitat lab VER RolloutStorage
- Implementation:Sdv dev SDV DayZSynthesizer Multi Table
- Implementation:Haosulab ManiSkill Sim2RealEnv
Heuristics
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
Environments
- Environment:Apache Airflow Python Runtime Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Iterative Dvc Python Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:SeleniumHQ Selenium Selenium Manager Runtime