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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:Cohere ai Cohere python Streaming Chat
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
Principles
- Principle:Rapidsai Cuml Nearest Neighbor Search
- Principle:LMCache LMCache Cluster Management
- Principle:Nightwatchjs Nightwatch Programmatic Test Execution
- Principle:Apache Druid Schema Definition
- Principle:Diagram of thought Diagram of thought DAG Reconstruction
- Principle:Alibaba MNN Dynamic Quantization
- Principle:Intel Ipex llm KV Cache Eviction
- Principle:Arize ai Phoenix Application Instrumentation
- Principle:TA Lib Ta lib python Streaming Data Buffering
- Principle:Datahub project Datahub CLI Installation For Docker
Implementations
- Implementation:Wandb Weave OpenAI Patcher
- Implementation:SeleniumHQ Selenium Router And LocalDistributor
- Implementation:ClickHouse ClickHouse Find Unused Headers
- Implementation:Apache Druid Lookup Completions
- Implementation:CrewAIInc CrewAI Agent Constructor
- Implementation:Avhz RustQuant Merton73 Model
- Implementation:Zai org CogVideo Encode Video Frames
- Implementation:Lance format Lance Scanner Nearest
- Implementation:Pytorch Serve Print Env Info
- Implementation:Microsoft Playwright SocksProxy
Heuristics
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
Environments
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Dagster io Dagster GRPC Communication
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Openai Openai python Realtime WebSocket
- Environment:Rapidsai Cuml CUDA GPU
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Deepset ai Haystack OpenAI API Environment