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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:Mit han lab Llm awq AWQ Model Quantization
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Deepset ai Haystack RAG Pipeline
Principles
- Principle:CarperAI Trlx Synthetic Environment Design
- Principle:NVIDIA NeMo Curator Text Cleaning and Normalization
- Principle:Apache Kafka Coordinator Read Operations
- Principle:Alibaba ROLL RLVR Configuration
- Principle:CarperAI Trlx Model Checkpointing
- Principle:Huggingface Datasets CSV Dataset Building
- Principle:SqueezeAILab ETS ETS Tree Search
- Principle:Apache Druid Timestamp Configuration
- Principle:Duckdb Duckdb Skip List Data Structure
- Principle:Nightwatchjs Nightwatch Extension Usage In Tests
Implementations
- Implementation:Ollama Ollama Llama Batch Types
- Implementation:Marker Inc Korea AutoRAG Generate QA Ragas
- Implementation:Huggingface Optimum GPTQQuantizer Convert Model
- Implementation:Datajuicer Data juicer Difference Area Generator Mapper
- Implementation:Huggingface Diffusers Setup Package Configuration
- Implementation:Ollama Ollama Imagegen Flux2 RoPE
- Implementation:Pytorch Serve ASR Emformer Handler
- Implementation:OpenHands OpenHands Business Router Pattern
- Implementation:AUTOMATIC1111 Stable diffusion webui Profiler Visualization
- Implementation:Apache Paimon DataTypeDefaultVisitor
Heuristics
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
Environments
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Huggingface Diffusers Attention Backends
- Environment:Allenai Open instruct Docker Container
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Apache Kafka Gradle Build Environment