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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:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Langgenius Dify Docker Deployment
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
Principles
- Principle:Openai Whisper Median Filtering
- Principle:Fastai Fastbook Distance Classification
- Principle:ClickHouse ClickHouse HTTP Authentication
- Principle:Apache Shardingsphere Event Listener Registration
- Principle:Iamhankai Forest of Thought CGDM Answer Selection
- Principle:Axolotl ai cloud Axolotl Distributed Environment Setup
- Principle:Infiniflow Ragflow Graph State Management
- Principle:Huggingface Datasets Framework Tensor Conversion
- Principle:Spcl Graph of thoughts Thought Aggregation
- Principle:Mlfoundations Open flamingo WebDataset Data Pipeline
Implementations
- Implementation:Teamcapybara Capybara Capybara Server Boot
- Implementation:Junyanz Pytorch CycleGAN and pix2pix ImagePool Query
- Implementation:Google deepmind Dm control Suite Manipulator
- Implementation:Duckdb Duckdb Generate Auxiliary
- Implementation:Facebookresearch Audiocraft Checkpoint Manipulation
- Implementation:Puppeteer Puppeteer ConsoleMessage
- Implementation:Lance format Lance Java RestoreOp
- Implementation:Zai org CogVideo RIFE Model
- Implementation:Mlc ai Mlc llm Calibrate Interface
- Implementation:Volcengine Verl Split Placement Fit
Heuristics
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
Environments
- Environment:Bigscience workshop Petals Python Transformers
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Sgl project Sglang GitHub Actions
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Kserve Kserve Knative Serving
- Environment:Huggingface Datatrove S3 Storage Environment