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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:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
Principles
- Principle:FlowiseAI Flowise Public Chatbot Sharing
- Principle:Apache Dolphinscheduler Node Failure Detection
- Principle:Datahub project Datahub Lineage Emission
- Principle:Kubeflow Kubeflow Documentation Update
- Principle:Mlc ai Mlc llm Multi Engine Infrastructure
- Principle:Microsoft BIPIA Clean Response Collection
- Principle:ChenghaoMou Text dedup Bloom Filter Deduplication
- Principle:Ggml org Llama cpp MemoryAbstraction
- Principle:Romsto Speculative Decoding Interactive CLI
- Principle:TA Lib Ta lib python Abstract Function Execution
Implementations
- Implementation:Predibase Lorax NeoX Modeling
- Implementation:Iamhankai Forest of Thought Forest Solve
- Implementation:Hpcaitech ColossalAI PanGuLLM
- Implementation:Apache Druid PortalBubble
- Implementation:TobikoData Sqlmesh GithubCICDBotConfig Init
- Implementation:Langgenius Dify UseReferenceSettings
- Implementation:Deepspeedai DeepSpeed XPU Accelerator
- Implementation:Mistralai Client python Models And Files Management
- Implementation:Eventual Inc Daft AI Embed Image
- Implementation:Avhz RustQuant OrderType
Heuristics
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
Environments
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Getgauge Taiko Node Runtime
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime