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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:Eventual Inc Daft SQL Query Analytics
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Apache Flink File Source Pipeline
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Hpcaitech ColossalAI DPO Alignment
Principles
- Principle:Ggml org Ggml Computation Graph Construction
- Principle:Liu00222 Open Prompt Injection Attacker Creation
- Principle:Huggingface Optimum Dummy Input Generation
- Principle:Apache Airflow Environment Setup
- Principle:OpenGVLab InternVL Vision Transformer Backbone
- Principle:Google deepmind Mujoco Model Compilation
- Principle:Open compass VLMEvalKit Image Encoding For TSV
- Principle:Tensorflow Tfjs Model Evaluation
- Principle:Facebookresearch Habitat lab HRL Configuration Composition
- Principle:Facebookresearch Habitat lab Configuration Composition
Implementations
- Implementation:Alibaba ROLL McaModelConfig
- Implementation:Zai org CogVideo RIFE Inference
- Implementation:Explodinggradients Ragas Text2SQL Data Utils
- Implementation:Spcl Graph of thoughts Prompter ABC
- Implementation:Intel Ipex llm NPU Llama2 Inference
- Implementation:EvolvingLMMs Lab Lmms eval MathVision Eval Utils
- Implementation:Snorkel team Snorkel DictDataset Init
- Implementation:Datahub project Datahub ProtobufDescriptorUtils
- Implementation:Huggingface Datatrove ReadabilityInscriptis
- Implementation:Ucbepic Docetl MapOptimizer Optimizer
Heuristics
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
Environments
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Apache Airflow Docker Container Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime