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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:Guardrails ai Guardrails Streaming Validation
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Openai CLIP Zero shot image classification
Principles
- Principle:Tensorflow Serving gRPC Service Stubs
- Principle:LaurentMazare Tch rs GPT Text Generation
- Principle:Hiyouga LLaMA Factory Direct Preference Optimization
- Principle:Langchain ai Langgraph Checkpoint ID Generation
- Principle:Lakeraai Pint benchmark Benchmark Execution
- Principle:Langgenius Dify Node Composition
- Principle:Microsoft Onnxruntime Training Component Assembly
- Principle:Ggml org Ggml Model Architecture Initialization
- Principle:Haotian liu LLaVA Multimodal Data Preparation
- Principle:Speechbrain Speechbrain Beam Search Decoding
Implementations
- Implementation:Microsoft DeepSpeedExamples BingBert DeepSpeedTrain
- Implementation:Huggingface Diffusers Export To Video
- Implementation:Langchain ai Langgraph SqliteCache
- Implementation:Avhz RustQuant Vasicek Bond Pricing
- Implementation:ArroyoSystems Arroyo UDF CRUD
- Implementation:Apache Shardingsphere StandaloneMetaDataManagerPersistService Persist
- Implementation:Lance format Lance JNI Transaction
- Implementation:Elevenlabs Elevenlabs python WorkflowExpressionConditionModelOutputExpression
- Implementation:Microsoft Autogen DatabaseManager Operations
- Implementation:NVIDIA TransformerEngine Gemma Load TE Model
Heuristics
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
Environments
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Apache Airflow Development Contributor Environment
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Apache Paimon Python Core Runtime