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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:Apache Flink File Source Pipeline
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Alibaba MNN Model Compression
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
Principles
- Principle:Apache Hudi Clustering Layout Analysis
- Principle:OpenRLHF OpenRLHF PPO Policy Loss
- Principle:Allenai Open instruct Causal LM Loading
- Principle:Openclaw Openclaw Browser CDP Relay
- Principle:Liu00222 Open Prompt Injection Model Creation
- Principle:Puppeteer Puppeteer Browser Binary Installation
- Principle:Lance format Lance Vector Index Building
- Principle:DataExpert io Data engineer handbook Kafka Source Table Definition
- Principle:Togethercomputer Together python Batch Job Creation
- Principle:CARLA simulator Carla Synchronous Simulation Mode
Implementations
- Implementation:Ray project Ray Ray Shutdown
- Implementation:Vllm project Vllm SGL GEMM INT8
- Implementation:Microsoft Autogen MagenticOne Prompts
- Implementation:Apache Paimon RenamingSnapshotCommit
- Implementation:OpenRLHF OpenRLHF Get llm for sequence regression
- Implementation:Ggml org Llama cpp GGUF Example
- Implementation:Teamcapybara Capybara RSpec Matchers HaveSelector
- Implementation:Iterative Dvc Update Meta
- Implementation:Turboderp org Exllamav2 Ext Cache
- Implementation:OpenGVLab InternVL CustomLayerDecayOptimizerConstructor
Heuristics
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Romsto Speculative Decoding Gamma Tuning
Environments
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Apache Flink Java Build Environment
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Langgenius Dify Python Backend Environment
- Environment:Openai Whisper Numba
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies