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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:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Speechbrain Speechbrain CTC ASR Training
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Disk Caching
- Principle:Neuml Txtai Workflow Scheduling
- Principle:Elevenlabs Elevenlabs python Batch Speech to Text
- Principle:Speechbrain Speechbrain Custom Batch Training For Separation
- Principle:ARISE Initiative Robosuite Object Grouping
- Principle:Spotify Luigi Distributed Processing
- Principle:Turboderp org Exllamav2 Layer Quantization
- Principle:DataTalksClub Data engineering zoomcamp Environment Setup
- Principle:Ggml org Llama cpp Logging System
- Principle:Online ml River Time Series Evaluation
Implementations
- Implementation:Apache Druid SegmentsCard
- Implementation:Apache Paimon DataType
- Implementation:Mage ai Mage ai GitHub Streams
- Implementation:Pyro ppl Pyro AffineBeta
- Implementation:ArroyoSystems Arroyo Create Connection Table
- Implementation:Run llama Llama index SQLDatabase
- Implementation:Deepspeedai DeepSpeed GEMM Test
- Implementation:Huggingface Trl Get Peft Config SFT
- Implementation:Datajuicer Data juicer TextActionFilter
- Implementation:Alibaba MNN Diffusion Demo CLI
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
Environments
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Kserve Kserve Leader Worker Set
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Apache Druid Web Console Development
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Dagster io Dagster PostgreSQL Storage