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1,118
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:LMCache LMCache P2P KV Cache Sharing
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Apache Spark Release Process
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Ray project Ray Serve Deployment
Principles
- Principle:Explodinggradients Ragas LLM Provider Abstraction
- Principle:Cypress io Cypress Testing Type Selection
- Principle:Triton inference server Server Memory Allocation Testing
- Principle:Alibaba ROLL Video Generation and Reward
- Principle:Microsoft Semantic kernel Vector Similarity Search
- Principle:Treeverse LakeFS API Authorization Specification
- Principle:Langgenius Dify ContentModeration
- Principle:Bitsandbytes foundation Bitsandbytes Int8 Vectorwise Quantization
- Principle:Mit han lab Llm awq Fused Attention Optimization
- Principle:Danijar Dreamerv3 Random Baseline Agent
Implementations
- Implementation:ClickHouse ClickHouse Phdr Cache
- Implementation:Apache Paimon Preconditions
- Implementation:Huggingface Diffusers DreamBooth Args
- Implementation:Risingwavelabs Risingwave DbzCdcEngineRunner Start
- Implementation:Openai Openai python Web Search Tool Param
- Implementation:Lm sys FastChat Get Peft State Maybe Zero 3
- Implementation:FlagOpen FlagEmbedding LLM Embedder Retrieval Trainer
- Implementation:Langfuse Langfuse BullMQ Queue Factory
- Implementation:NVIDIA DALI HW Decoder Benchmark
- Implementation:Langchain ai Langchain Perplexity Output Parsers
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
Environments
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:TobikoData Sqlmesh Dbt Compatibility