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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:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Lance format Lance Full Text Search
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Haotian liu LLaVA Single Image Inference
Principles
- Principle:Mlflow Mlflow Error Handling and Exception Hierarchy
- Principle:Huggingface Optimum Parallel Layer Replacement
- Principle:Togethercomputer Together python Speech To Text
- Principle:MarketSquare Robotframework browser Test Cleanup and Failure Handling
- Principle:NVIDIA TransformerEngine HF Decoder Layer Replacement
- Principle:Marker Inc Korea AutoRAG Pipeline Query Execution
- Principle:Langfuse Langfuse ChatML Normalization
- Principle:Pola rs Polars Window Function Application
- Principle:Mage ai Mage ai Batch Export
- Principle:Apache Druid Visual Query Execution
Implementations
- Implementation:Datajuicer Data juicer VideoObjectSegmentingMapper
- Implementation:Turboderp org Exllamav2 ExLlamaV2Cache
- Implementation:Huggingface Diffusers Quantization Config Classes
- Implementation:Ollama Ollama Llama Model Loader Types
- Implementation:Sail sg LongSpec HumanEval MBPP Evaluator
- Implementation:Lance format Lance Dataset Versions
- Implementation:Openai Openai node Node ESM Web Lockfile
- Implementation:Spotify Luigi SGEJobTask
- Implementation:LLMBook zh LLMBook zh github io Build Alibi Tensor
- Implementation:Mlflow Mlflow Pyproject Generator
Heuristics
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
Environments
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Openai Evals Optional Provider APIs
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Apache Shardingsphere Etcd Cluster Coordination