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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:Apache Flink File Source Pipeline
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
Principles
- Principle:EvolvingLMMs Lab Lmms eval Request Construction
- Principle:Lance format Lance Compaction Commit
- Principle:Puppeteer Puppeteer Code Coverage Collection
- Principle:EvolvingLMMs Lab Lmms eval Queue Monitoring
- Principle:Apache Druid SQL Destination Configuration
- Principle:Alibaba MNN Diffusion MNN Conversion
- Principle:DataTalksClub Data engineering zoomcamp Airflow DAG Orchestration
- Principle:AUTOMATIC1111 Stable diffusion webui Network loading
- Principle:Haosulab ManiSkill Asset Download Loading
- Principle:HKUDS AI Trader Portfolio Metrics Calculation
Implementations
- Implementation:Alibaba ROLL Comparison GPT4 Data Zh
- Implementation:Microsoft Autogen Docs Build Workflow
- Implementation:LaurentMazare Tch rs Torch Api H
- Implementation:Run llama Llama index FinetuningHandler Event Capture
- Implementation:Google deepmind Mujoco mj validateReferences
- Implementation:AUTOMATIC1111 Stable diffusion webui SdUnet Extension
- Implementation:CARLA simulator Carla ThreadPool
- Implementation:Infiniflow Ragflow Admin Login Page
- Implementation:EvolvingLMMs Lab Lmms eval MME CoT Utils
- Implementation:Truera Trulens Record Viewer Dependencies
Heuristics
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Lance format Lance Encoding Compression Thresholds
Environments
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Mit han lab Llm awq Flash Attention Environment