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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:Obss Sahi COCO Evaluation
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Pytorch Serve Model Deployment
Principles
- Principle:ClickHouse ClickHouse CMake Build Configuration
- Principle:Nightwatchjs Nightwatch Lifecycle Hooks
- Principle:Nightwatchjs Nightwatch Module Import
- Principle:Huggingface Diffusers DreamBooth Export
- Principle:PrefectHQ Prefect HTML Fetching
- Principle:Bitsandbytes foundation Bitsandbytes CPU SIMD Dequantization
- Principle:Zai org CogVideo Lookup Free Quantization
- Principle:Tensorflow Serving HTTP Server Setup
- Principle:NVIDIA NeMo Aligner SFT Data Preparation
- Principle:Apache Kafka SVN Artifact Staging
Implementations
- Implementation:Speechbrain Speechbrain Compute Embeddings
- Implementation:Datajuicer Data juicer OverallAnalysis Analyze
- Implementation:SeleniumHQ Selenium NetworkInterceptor Constructor
- Implementation:Astronomer Astronomer cosmos DbtRunAirflowAsyncBigqueryOperator
- Implementation:Neuml Txtai ImageHash
- Implementation:Ollama Ollama MLXRunner KV Cache
- Implementation:Pyro ppl Pyro Predictive MCMC
- Implementation:ARISE Initiative Robosuite LidObject
- Implementation:Vespa engine Vespa VespaLogHandler Publish
- Implementation:Microsoft Playwright Server Playwright
Heuristics
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
Environments
- Environment:Vllm project Vllm CUDA
- Environment:FlowiseAI Flowise Database Environment
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Online ml River Build Toolchain
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Snorkel team Snorkel SpaCy NLP