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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:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Wandb Weave SDK Release
- Workflow:Wandb Weave LLM Integration Tracing
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Groq Groq python Text Embedding
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Teamcapybara Capybara Element Finding And Interaction
Principles
- Principle:Triton inference server Server TRT LLM Environment Setup
- Principle:Apache Shardingsphere Configuration Object Conversion
- Principle:Huggingface Datasets Eval Dataset Building
- Principle:Huggingface Diffusers ControlNet Output Refinement
- Principle:Mbzuai oryx Awesome LLM Post training Data Export Pipeline
- Principle:LaurentMazare Tch rs Batch Evaluation
- Principle:Deepspeedai DeepSpeed AutoTP Engine Init
- Principle:Heibaiying BigData Notes HBase Connection Creation
- Principle:Apache Druid Supervisor Operational Management
- Principle:Turboderp org Exllamav2 CLI Model Initialization
Implementations
- Implementation:Apache Druid SampleForTransform
- Implementation:Hiyouga LLaMA Factory Kernel Interface
- Implementation:OpenRLHF OpenRLHF DeepspeedStrategy save model
- Implementation:Huggingface Datasets Load Dataset For Verification
- Implementation:Pytorch Serve IntermediateLayerGetter
- Implementation:Microsoft Onnxruntime SaveCheckpoint
- Implementation:CrewAIInc CrewAI RAG YouTube Video Loader
- Implementation:CARLA simulator Carla Actor Class
- Implementation:Protectai Llm guard Scan prompt
- Implementation:EvolvingLMMs Lab Lmms eval Lmms Generate Until
Heuristics
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
Environments
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Online ml River Build Toolchain
- Environment:Vllm project Vllm ROCm
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Kubeflow Pipelines Python SDK
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Lance format Lance SIMD And Platform Requirements