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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:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Sail sg LongSpec Speculative Decoding Inference
Principles
- Principle:Deepset ai Haystack Optional Dependency Handling
- Principle:Pytorch Serve Semantic Segmentation
- Principle:Vllm project Vllm Speculation Metrics Evaluation
- Principle:Apache Flink File Compaction Strategy
- Principle:LaurentMazare Tch rs Recurrent Neural Network
- Principle:Ollama Ollama KVCache Causal Attention
- Principle:Openai Openai node Tool Execution Loop
- Principle:Ollama Ollama Anthropic Trace Logging
- Principle:Bigscience workshop Petals Optimizer Setup
- Principle:Iterative Dvc Cache Transfer
Implementations
- Implementation:Lance format Lance EncodingsIo
- Implementation:MarketSquare Robotframework browser Network Idle Transformer
- Implementation:Haosulab ManiSkill Fetch
- Implementation:Google deepmind Dm control Suite Quadruped
- Implementation:Interpretml Interpret Group Importance
- Implementation:Ggml org Llama cpp Jinja Parser
- Implementation:Arize ai Phoenix Legacy Templates
- Implementation:TobikoData Sqlmesh Generate Test
- Implementation:Guardrails ai Guardrails Telemetry Common
- Implementation:Openai Openai python Response Reasoning Summary Part Done
Heuristics
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
Environments
- Environment:Ray project Ray Java Build Environment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:BerriAI Litellm Docker Deployment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Onnx Onnx Cpp Build Environment
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements