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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:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Open compass VLMEvalKit API Model Evaluation
Principles
- Principle:Intel Ipex llm LISA Dynamic Layer Training
- Principle:Tensorflow Tfjs Define Model Architecture
- Principle:Mistralai Client python Streaming Chat Completion
- Principle:Protectai Modelscan Model File Abstraction
- Principle:Diagram of thought Diagram of thought Convergence Assessment
- Principle:DistrictDataLabs Yellowbrick Bestfit Regression Overlay
- Principle:Volcengine Verl VLM Model Configuration
- Principle:Bitsandbytes foundation Bitsandbytes Matmul Performance Estimation
- Principle:FlowiseAI Flowise User Profile Management
- Principle:Datajuicer Data juicer QA Calibration
Implementations
- Implementation:BerriAI Litellm Literal AI Logger
- Implementation:Hiyouga LLaMA Factory WebUI Runner
- Implementation:Ggml org Ggml Mnist model init random
- Implementation:Google deepmind Dm control Walker Info
- Implementation:Astronomer Astronomer cosmos Provider Info
- Implementation:Microsoft Playwright WkPage
- Implementation:Ollama Ollama Llama Graph
- Implementation:Kubeflow Kubeflow Istio Certmanager Dex Setup
- Implementation:Elevenlabs Elevenlabs python ConversationalConfigApiModelWorkflowOverrideOutput
- Implementation:Arize ai Phoenix Legacy GeminiModel
Heuristics
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
Environments
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:InternLM Lmdeploy Build From Source
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Volcengine Verl vLLM Rollout Environment