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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:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Huggingface Optimum Model Export
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
Principles
- Principle:Triton inference server Server Weight Conversion
- Principle:Vllm project Vllm LoRA Engine Configuration
- Principle:Risingwavelabs Risingwave Environment Configuration
- Principle:Eventual Inc Daft Catalog Context Setting
- Principle:Togethercomputer Together python File Upload For Batch
- Principle:Explodinggradients Ragas Multi Turn Evaluation Schema
- Principle:Huggingface Diffusers Package Distribution
- Principle:Alibaba MNN Model Inspection
- Principle:Haotian liu LLaVA Weight Delta Application
- Principle:Openai Openai python Chat Response Processing
Implementations
- Implementation:FlowiseAI Flowise NodeInfoDialog
- Implementation:FlagOpen FlagEmbedding AbsEvalArgs Configuration
- Implementation:Apache Spark Spark Submit K8s
- Implementation:Langchain ai Langgraph Pregel Invoke For Functional
- Implementation:Triton inference server Server Build Py
- Implementation:Princeton nlp Tree of thought llm Get Proposals
- Implementation:LMCache LMCache Controller Message
- Implementation:NVIDIA DALI FITS Header
- Implementation:Huggingface Datatrove SentenceStats
- Implementation:Truera Trulens SnowflakeConnector Server Side
Heuristics
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
Environments
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Lance format Lance Cloud Storage Credentials