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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:Danijar Dreamerv3 Single Process Training
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
Principles
- Principle:Apache Spark K8s Resource Configuration
- Principle:Langchain ai Langgraph State Schema Definition
- Principle:Openai Whisper Model Loading
- Principle:Mlfoundations Open flamingo Retrieval In Context Example Selection
- Principle:Danijar Dreamerv3 Checkpoint Management
- Principle:Apache Dolphinscheduler RPC Server Handler
- Principle:Kubeflow Kubeflow Multi User Configuration
- Principle:Confident ai Deepeval Faithfulness Evaluation
- Principle:Langgenius Dify ModelManagement
- Principle:LaurentMazare Tch rs Frozen Feature Computation
Implementations
- Implementation:Hpcaitech ColossalAI TableLoader
- Implementation:Treeverse LakeFS Java SDK Model UIConfig
- Implementation:Cohere ai Cohere python EmbedJob Model
- Implementation:Zai org CogVideo VectorQuantizer2
- Implementation:AnswerDotAI RAGatouille Export To Huggingface Hub
- Implementation:Apache Airflow File Discovery
- Implementation:Online ml River Tree Nodes HTC
- Implementation:CARLA simulator Carla RPC Command
- Implementation:DevExpress Testcafe Task
- Implementation:Pyro ppl Pyro Einsum Example
Heuristics
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Bentoml BentoML Worker Count Strategy
Environments
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Apache Dolphinscheduler ZooKeeper Registry