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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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Browse by Category
| 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:Apache Shardingsphere Shadow Database Routing
- Workflow:Neuml Txtai Semantic Search
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Openai Openai python Chat Completion
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Openai Openai python Embeddings Generation
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Wandb Weave Evaluation Pipeline
Principles
- Principle:SeldonIO Seldon core Kubernetes Operator Orchestration
- Principle:Zai org CogVideo Captioning Environment Setup
- Principle:Langgenius Dify Theming
- Principle:Haifengl Smile Numerical Conversion
- Principle:Kubeflow Kubeflow Monitor And Iterate
- Principle:Axolotl ai cloud Axolotl Model Saving
- Principle:Ggml org Llama cpp Embedding Model Loading
- Principle:Sdv dev SDV Constraint Integration
- Principle:Intel Ipex llm Offline Batch Inference
- Principle:Triton inference server Server Ensemble Pipeline Testing
Implementations
- Implementation:Huggingface Diffusers ControlNetModel From Pretrained
- Implementation:Astronomer Astronomer cosmos SparkThriftProfileMapping
- Implementation:Iamhankai Forest of Thought Check
- Implementation:SeldonIO Seldon core Seldon Pipeline CRD Explainer
- Implementation:Togethercomputer Together python Rerank Create
- Implementation:Lance format Lance Java AppendOp
- Implementation:AUTOMATIC1111 Stable diffusion webui Webui Shell Launcher
- Implementation:Google deepmind Mujoco Thread Pool
- Implementation:Neuml Txtai Agent Init
- Implementation:CARLA simulator Carla Junction
Heuristics
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Openai Whisper Median Word Duration Clamping
Environments
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Huggingface Diffusers Training Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment