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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:Openai CLIP Linear probe evaluation
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Nightwatchjs Nightwatch Component Testing
Principles
- Principle:FlagOpen FlagEmbedding Package Installation
- Principle:Duckdb Duckdb Enum Code Generation
- Principle:ARISE Initiative Robosuite Gripper Model Design
- Principle:Guardrails ai Guardrails Validator Streaming Support
- Principle:Ollama Ollama Tokenizer Extraction
- Principle:TobikoData Sqlmesh Forward Only Change Handling
- Principle:ClickHouse ClickHouse Fast Integer Formatting
- Principle:Ggml org Llama cpp State Serialization
- Principle:OpenGVLab InternVL Layer Wise LR Decay
- Principle:HKUDS AI Trader Frontend Data Loading
Implementations
- Implementation:Datajuicer Data juicer CalibrateQueryMapper
- Implementation:Open compass VLMEvalKit VGRPBench Binairo
- Implementation:Datajuicer Data juicer PartitionSizeOptimizer Calculate
- Implementation:Ollama Ollama XModels GLM4 Parser
- Implementation:LMCache LMCache Distributed Eviction
- Implementation:OWASP Www project top 10 for large language model applications ReadmeGenerator Main
- Implementation:Ggml org Llama cpp Json Partial
- Implementation:AUTOMATIC1111 Stable diffusion webui System Info
- Implementation:Run llama Llama index EmbeddingSingleSelector
- Implementation:Treeverse LakeFS Java SDK Model PullRequestBasic
Heuristics
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Triton inference server Server Concurrency Throughput Rule
Environments
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Protectai Llm guard API Server Deployment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Apache Kafka Gradle Build Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Zai org CogVideo Diffusers Inference Environment