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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:Ucbepic Docetl Long Document Chunking
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Openai Openai python Realtime Conversation
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Neuml Txtai Semantic Search Pipeline
Principles
- Principle:Duckdb Duckdb Declarative Benchmark Execution
- Principle:CARLA simulator Carla NPC Vehicle Configuration
- Principle:Microsoft Autogen Agent Specialization
- Principle:Tensorflow Serving Version Policy Configuration
- Principle:Webdriverio Webdriverio Selector Processing
- Principle:Microsoft DeepSpeedExamples Distributed Checkpoint Saving
- Principle:ClickHouse ClickHouse Data Lake Testing
- Principle:Sdv dev SDV Cardinality Analysis
- Principle:Fastai Fastbook Language Model Data
- Principle:Unslothai Unsloth Vision Model Loading
Implementations
- Implementation:SeleniumHQ Selenium Platform
- Implementation:FlagOpen FlagEmbedding Reinforced IR Model
- Implementation:Apache Druid SegmentsView
- Implementation:Huggingface Transformers Setup Py
- Implementation:ClickHouse ClickHouse Poco RemoteSyslogListener
- Implementation:Open compass VLMEvalKit VGRPBench Aquarium
- Implementation:Huggingface Datatrove DocumentTokenizerMerger
- Implementation:Lance format Lance LegacyBitpackEncoding
- Implementation:Huggingface Datasets HDF5 Builder
- Implementation:Ggml org Ggml Cpu kleidiai kernels
Heuristics
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
Environments
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Vllm project Vllm Intel XPU
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Huggingface Diffusers Training Environment