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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:Danijar Dreamerv3 Single Process Training
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Openai Openai node Streaming To Client
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:NVIDIA DALI Custom Operator Development
Principles
- Principle:Alibaba MNN Dynamic Quantization
- Principle:Kubeflow Kubeflow Integration Testing
- Principle:Alibaba ROLL Distillation Validation
- Principle:Ggml org Ggml CPU Tensor Operations
- Principle:Treeverse LakeFS WebUI Dependency Management
- Principle:Facebookresearch Habitat lab Integration Testing
- Principle:Apache Paimon Blob Descriptor Deserialization
- Principle:Ollama Ollama Inference Pipeline
- Principle:Neuml Txtai Task Creation
- Principle:SeleniumHQ Selenium Pull Request Submission
Implementations
- Implementation:Puppeteer Puppeteer Cdp Coverage
- Implementation:Huggingface Diffusers Setup Package Configuration
- Implementation:Googleapis Python genai Pager
- Implementation:Haosulab ManiSkill UnitreeG1
- Implementation:Hpcaitech ColossalAI NaiveExperienceMaker
- Implementation:Cohere ai Cohere python ApiError
- Implementation:Langchain ai Langchain BaseChatModel Convert Input
- Implementation:OpenHands OpenHands DaytonaRuntime Close
- Implementation:Apache Druid Coordinator Dynamic Config Completions
- Implementation:Infiniflow Ragflow Http Client
Heuristics
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Eventual Inc Daft Runner Selection Guide
Environments
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Sail sg LongSpec Inference Environment
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Treeverse LakeFS S3 Gateway Test Environment